## Warning: package 'ggplot2' was built under R version 3.2.4
##
## Call:
## lm(formula = DEover ~ DEzscores[, 2] + DEzscores[, 3] + DEzscores[,
## 4] + DEzscores[, 5] + DEzscores[, 6] + DEzscores[, 7] + DEzscores[,
## 8] + DEzscores[, 9] + DEzscores[, 10] + DEzscores[, 11] +
## DEzscores[, 12] + DEzscores[, 13] + DEzscores[, 14] + DEzscores[,
## 15] + DEzscores[, 16], data = DEzscores)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.272424 -0.076507 0.001445 0.075888 0.216392
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.757e-16 6.855e-03 0.000 1.00000
## DEzscores[, 2] 9.360e-02 1.369e-02 6.835 1.21e-10 ***
## DEzscores[, 3] 1.162e-01 1.223e-02 9.501 < 2e-16 ***
## DEzscores[, 4] 7.170e-02 9.827e-03 7.297 8.95e-12 ***
## DEzscores[, 5] 1.006e-01 1.269e-02 7.929 2.20e-13 ***
## DEzscores[, 6] 4.540e-01 1.399e-02 32.455 < 2e-16 ***
## DEzscores[, 7] 1.364e-01 1.166e-02 11.691 < 2e-16 ***
## DEzscores[, 8] 3.430e-03 7.646e-03 0.449 0.65424
## DEzscores[, 9] -2.671e-02 8.812e-03 -3.032 0.00279 **
## DEzscores[, 10] 1.779e-03 7.516e-03 0.237 0.81311
## DEzscores[, 11] 2.334e-01 8.662e-03 26.944 < 2e-16 ***
## DEzscores[, 12] 3.638e-01 1.029e-02 35.348 < 2e-16 ***
## DEzscores[, 13] 1.762e-01 1.229e-02 14.338 < 2e-16 ***
## DEzscores[, 14] 7.619e-02 9.487e-03 8.031 1.19e-13 ***
## DEzscores[, 15] 2.086e-01 1.338e-02 15.586 < 2e-16 ***
## DEzscores[, 16] 2.428e-02 7.873e-03 3.084 0.00236 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09621 on 181 degrees of freedom
## Multiple R-squared: 0.9915, Adjusted R-squared: 0.9908
## F-statistic: 1407 on 15 and 181 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = DEover ~ DEReduced[, 2] + DEReduced[, 3] + DEReduced[,
## 4] + DEReduced[, 5] + DEReduced[, 6] + DEReduced[, 7] + DEReduced[,
## 8] + DEReduced[, 9] + DEReduced[, 10] + DEReduced[, 11] +
## DEReduced[, 12] + DEReduced[, 13] + DEReduced[, 14], data = DEReduced)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.265766 -0.077295 -0.001431 0.077589 0.219957
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.749e-16 6.822e-03 0.000 1.00000
## DEReduced[, 2] 9.295e-02 1.345e-02 6.909 7.81e-11 ***
## DEReduced[, 3] 1.171e-01 1.199e-02 9.772 < 2e-16 ***
## DEReduced[, 4] 7.204e-02 9.752e-03 7.387 5.14e-12 ***
## DEReduced[, 5] 1.004e-01 1.245e-02 8.060 9.60e-14 ***
## DEReduced[, 6] 4.554e-01 1.360e-02 33.477 < 2e-16 ***
## DEReduced[, 7] 1.360e-01 1.148e-02 11.845 < 2e-16 ***
## DEReduced[, 8] -2.617e-02 8.643e-03 -3.028 0.00281 **
## DEReduced[, 9] 2.333e-01 8.619e-03 27.071 < 2e-16 ***
## DEReduced[, 10] 3.630e-01 1.010e-02 35.930 < 2e-16 ***
## DEReduced[, 11] 1.755e-01 1.206e-02 14.555 < 2e-16 ***
## DEReduced[, 12] 7.707e-02 9.267e-03 8.317 2.02e-14 ***
## DEReduced[, 13] 2.083e-01 1.313e-02 15.865 < 2e-16 ***
## DEReduced[, 14] 2.451e-02 7.815e-03 3.136 0.00200 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09575 on 183 degrees of freedom
## Multiple R-squared: 0.9915, Adjusted R-squared: 0.9909
## F-statistic: 1639 on 13 and 183 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = DEover ~ DEzscores[, 2] + DEzscores[, 3] + DEzscores[,
## 4] + DEzscores[, 5] + DEzscores[, 6] + DEzscores[, 7] + DEzscores[,
## 8] + DEzscores[, 9] + DEzscores[, 10] + DEzscores[, 11] +
## DEzscores[, 12] + DEzscores[, 13] + DEzscores[, 14] + DEzscores[,
## 15] + DEzscores[, 16], data = DEzscores)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.272424 -0.076507 0.001445 0.075888 0.216392
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.757e-16 6.855e-03 0.000 1.00000
## DEzscores[, 2] 9.360e-02 1.369e-02 6.835 1.21e-10 ***
## DEzscores[, 3] 1.162e-01 1.223e-02 9.501 < 2e-16 ***
## DEzscores[, 4] 7.170e-02 9.827e-03 7.297 8.95e-12 ***
## DEzscores[, 5] 1.006e-01 1.269e-02 7.929 2.20e-13 ***
## DEzscores[, 6] 4.540e-01 1.399e-02 32.455 < 2e-16 ***
## DEzscores[, 7] 1.364e-01 1.166e-02 11.691 < 2e-16 ***
## DEzscores[, 8] 3.430e-03 7.646e-03 0.449 0.65424
## DEzscores[, 9] -2.671e-02 8.812e-03 -3.032 0.00279 **
## DEzscores[, 10] 1.779e-03 7.516e-03 0.237 0.81311
## DEzscores[, 11] 2.334e-01 8.662e-03 26.944 < 2e-16 ***
## DEzscores[, 12] 3.638e-01 1.029e-02 35.348 < 2e-16 ***
## DEzscores[, 13] 1.762e-01 1.229e-02 14.338 < 2e-16 ***
## DEzscores[, 14] 7.619e-02 9.487e-03 8.031 1.19e-13 ***
## DEzscores[, 15] 2.086e-01 1.338e-02 15.586 < 2e-16 ***
## DEzscores[, 16] 2.428e-02 7.873e-03 3.084 0.00236 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09621 on 181 degrees of freedom
## Multiple R-squared: 0.9915, Adjusted R-squared: 0.9908
## F-statistic: 1407 on 15 and 181 DF, p-value: < 2.2e-16
## K-means clustering with 5 clusters of sizes 3, 2, 5, 1, 4
##
## Cluster means:
## Speed Acceleration Strength Agility Awareness Tackle
## 1 30.725750 17.972452 -19.530906 37.1022739 -11.33918 -8.563711
## 2 -18.288214 -14.458394 28.603776 0.2612271 166.25364 35.755244
## 3 1.980415 2.420978 5.643406 7.8425412 19.30403 11.358132
## 4 38.973324 21.136564 -41.352818 62.3838703 19.15920 -19.183052
## 5 -15.761052 -9.686723 33.322989 -12.4628613 30.15311 31.056660
## Injury Stamina Toughness Power.Moves Finesse.Moves Block.Shedding
## 1 1.666882 10.483597 -6.810655 -3.986438 40.831253 -18.466461
## 2 12.226665 30.867826 28.076764 33.562830 11.966681 27.665622
## 3 8.469284 17.972159 14.035849 10.013286 3.778142 8.512473
## 4 -1.140785 20.413965 -10.931265 -41.372863 193.477986 -47.820885
## 5 2.063866 8.489284 8.484066 35.425237 -37.432404 40.358729
## Pursuit Play.Recognition Hit.Power
## 1 7.987733 -10.317742 7.079000
## 2 35.167059 156.331749 -10.828072
## 3 17.890174 18.900067 15.771672
## 4 19.528152 4.774163 -8.979359
## 5 14.611021 32.640630 10.760884
##
## Clustering vector:
## Speed Acceleration Strength Agility
## 1 1 5 1
## Awareness Tackle Injury Stamina
## 2 5 3 3
## Toughness Power.Moves Finesse.Moves Block.Shedding
## 3 5 4 5
## Pursuit Play.Recognition Hit.Power
## 3 2 3
##
## Within cluster sum of squares by cluster:
## [1] 2749.296 1146.926 13023.913 0.000 5196.094
## (between_SS / total_SS = 88.8 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## [1] 0.3015464 0.3743557 0.3240979
## [1] 0.6851796 0.3148204
## [1] 0.03245678 0.00000000 0.01683400 0.72095686 0.22975236
## [1] 1
## [1] 0.1160758 0.2208192 0.3778533 0.2852517
##
## Call:
## lm(formula = DEover ~ DEReduced[, 2] + DEReduced[, 3] + DEReduced[,
## 4] + DEReduced[, 5] + DEReduced[, 6] + DEReduced[, 7] + DEReduced[,
## 8] + DEReduced[, 9] + DEReduced[, 10] + DEReduced[, 11] +
## DEReduced[, 12] + DEReduced[, 13] + DEReduced[, 14], data = DEReduced)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.265766 -0.077295 -0.001431 0.077589 0.219957
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.749e-16 6.822e-03 0.000 1.00000
## DEReduced[, 2] 9.295e-02 1.345e-02 6.909 7.81e-11 ***
## DEReduced[, 3] 1.171e-01 1.199e-02 9.772 < 2e-16 ***
## DEReduced[, 4] 7.204e-02 9.752e-03 7.387 5.14e-12 ***
## DEReduced[, 5] 1.004e-01 1.245e-02 8.060 9.60e-14 ***
## DEReduced[, 6] 4.554e-01 1.360e-02 33.477 < 2e-16 ***
## DEReduced[, 7] 1.360e-01 1.148e-02 11.845 < 2e-16 ***
## DEReduced[, 8] -2.617e-02 8.643e-03 -3.028 0.00281 **
## DEReduced[, 9] 2.333e-01 8.619e-03 27.071 < 2e-16 ***
## DEReduced[, 10] 3.630e-01 1.010e-02 35.930 < 2e-16 ***
## DEReduced[, 11] 1.755e-01 1.206e-02 14.555 < 2e-16 ***
## DEReduced[, 12] 7.707e-02 9.267e-03 8.317 2.02e-14 ***
## DEReduced[, 13] 2.083e-01 1.313e-02 15.865 < 2e-16 ***
## DEReduced[, 14] 2.451e-02 7.815e-03 3.136 0.00200 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09575 on 183 degrees of freedom
## Multiple R-squared: 0.9915, Adjusted R-squared: 0.9909
## F-statistic: 1639 on 13 and 183 DF, p-value: < 2.2e-16
## K-means clustering with 3 clusters of sizes 4, 6, 3
##
## Cluster means:
## Speed Acceleration Strength Agility Awareness Tackle
## 1 0.7414356 0.6909261 -0.44367925 0.7229835 -0.0988396 -0.2276039
## 2 -0.3027687 -0.3070118 0.51168565 -0.1457448 0.5057096 0.5653955
## 3 0.1267276 0.1651384 0.09672089 0.2839536 0.1966798 0.3497681
## Stamina Power.Moves Finesse.Moves Block.Shedding Pursuit
## 1 0.2376138 -0.1566356 0.6060399 -0.4105830 0.1802228
## 2 0.2268629 0.4470468 -0.2132151 0.5464521 0.3192319
## 3 0.5284460 0.2089113 0.1121121 0.2002063 0.5285724
## Play.Recognition Hit.Power
## 1 -0.1157695 0.09811218
## 2 0.5341422 0.08966597
## 3 0.2192350 0.45791170
##
## Clustering vector:
## Speed Acceleration Strength Agility
## 1 1 2 1
## Awareness Tackle Stamina Power.Moves
## 2 2 3 2
## Finesse.Moves Block.Shedding Pursuit Play.Recognition
## 1 2 3 2
## Hit.Power
## 3
##
## Within cluster sum of squares by cluster:
## [1] 1.096757 3.426442 1.620544
## (between_SS / total_SS = 74.4 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## [1] 0.1380206 0.1738808 0.1490831 0.5390155
## [1] 0.05625752 0.35563122 0.10620519 0.18218876 0.13705156 0.16266575
## [1] 0.0000000 0.7587123 0.2412877
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.75836878 -0.02627036 0.172794858 -0.1804300 -0.2442453 -0.7767194
## 2 0.70818020 0.12715950 0.148744770 -0.1745334 0.3318874 0.9052277
## 3 -0.28864817 0.93626227 0.854522352 -0.9475009 0.7789972 -0.5440160
## 4 1.70546857 0.18222344 0.004270804 0.7027356 0.7339258 1.1083655
## 5 -0.09825244 -0.97661273 -1.013460897 0.7970320 -0.9645017 0.3434010
## Tackle Injury Stamina Toughness Power.Moves Finesse.Moves
## 1 -0.1716899 -0.05161182 -0.22866416 -0.05226452 0.06642206 -0.5635022
## 2 -0.4027865 0.13041223 0.40899824 1.01351436 -0.06398642 0.7995189
## 3 -0.7758363 -0.10029910 -0.09065852 -0.61535362 -0.71797359 0.9603856
## 4 1.4672510 0.63947714 1.45752968 0.14420270 1.18586954 0.2005255
## 5 0.3787936 -0.20326199 -0.53456344 0.13122845 0.09194071 -0.7896097
## Block.Shedding Pursuit Play.Recognition Hit.Power
## 1 -0.00938558 -0.4843838 -0.7282519 0.3162773
## 2 -0.55496078 0.1366178 0.8490567 -0.7618748
## 3 -1.01696454 -0.1521041 -0.6504118 -0.1344277
## 4 1.02838179 1.5435360 1.0813976 0.8003183
## 5 0.71356849 -0.1672179 0.4324855 -0.2142835
## Speed Acceleration Strength Agility Awareness Tackle
## 1 0.56166849 0.76529063 -0.0173292 0.3916268 -0.8443452 0.01147642
## 2 0.44365618 0.38883638 -0.9963420 0.4290924 0.6012927 -0.60488491
## 3 1.18722193 1.02043935 -0.5599428 1.0762086 -0.6223328 -0.57699696
## 4 -0.89818397 -0.88635846 0.7574371 -0.8388755 0.3866069 0.59689833
## 5 0.08080065 0.02011689 -0.4765955 0.2105915 0.1893398 -0.39332790
## Injury Stamina Toughness Power.Moves Finesse.Moves
## 1 -0.09451882 0.18545691 -0.06957448 0.3493600 -0.3250796
## 2 -0.33705649 0.42835758 0.56075072 -1.3821523 1.4332123
## 3 0.15510363 0.04385440 -0.61818867 -1.0024794 1.3854772
## 4 -0.02245510 -0.19047076 0.11146497 0.2079672 -0.6506191
## 5 0.18600320 -0.06417895 0.01155017 0.6988476 -0.2064887
## Block.Shedding Pursuit Play.Recognition Hit.Power
## 1 0.2733314 -0.38300506 -0.7765229 0.6759236
## 2 -0.9098564 -0.07799969 0.5442508 -0.9700850
## 3 -0.9027988 0.11097223 -0.6621838 0.3459470
## 4 0.7741052 0.11541002 0.4181739 -0.0696436
## 5 -0.5718530 0.09540056 0.1271065 -0.2383521
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.5647522 0.3264385 0.4316224 -0.25058035 0.14246067 -0.64929553
## 2 1.2797604 0.7365337 0.7606345 -0.09915947 1.01855920 0.88516476
## 3 -0.3367071 0.8044930 0.6362808 -1.07418913 0.65503599 -0.44662322
## 4 1.2381101 -0.4104540 -0.4470618 0.73765346 0.08154623 1.02916524
## 5 -0.4444579 -1.0843970 -1.0583846 0.71918626 -1.19307013 0.04900221
## Tackle Stamina Power.Moves Finesse.Moves Block.Shedding
## 1 -0.3273738 -0.1367854 0.261035373 -0.4460113 -0.2236260
## 2 0.2251597 1.0170685 0.142484667 1.0386794 -0.3178209
## 3 -0.9539424 -0.2410493 -1.120776298 1.1998838 -1.1229694
## 4 1.3791026 0.8918332 0.833795632 -0.2317353 1.1869259
## 5 0.1598161 -0.6726823 0.002244233 -0.7650201 0.5411473
## Pursuit Play.Recognition Hit.Power
## 1 -0.3809173 -0.67185754 0.1772655
## 2 0.8172248 0.95874049 0.2835472
## 3 -0.1827609 -0.54625843 -0.3439497
## 4 1.0802593 1.07595714 0.2417763
## 5 -0.4695499 0.09145181 -0.2091007
## Speed Acceleration Strength Agility Awareness Tackle
## 1 0.67516972 0.81399115 -0.1486763 0.4389767 -0.9435216 -0.2590697
## 2 0.52519865 0.39681557 -0.9577686 0.5930083 0.6251435 -0.5287637
## 3 1.17499695 1.06486746 -0.5698459 0.9701160 -0.8734481 -0.6541714
## 4 -0.86293783 -0.83392518 0.7540880 -0.8028193 0.3586142 0.6437266
## 5 0.07494519 0.04217723 -0.4040697 0.2386048 0.2477729 -0.3094645
## Stamina Power.Moves Finesse.Moves Block.Shedding Pursuit
## 1 0.17577891 0.2998663 -0.3707313 0.05781523 -0.42854317
## 2 0.46014421 -1.4014688 1.4558051 -0.90259067 -0.04302801
## 3 -0.10558115 -1.0168610 1.3983074 -0.93026651 0.09124745
## 4 -0.15510979 0.2271022 -0.6217972 0.81177626 0.10165719
## 5 -0.07008083 0.7391959 -0.1809734 -0.51506019 0.14446256
## Play.Recognition Hit.Power
## 1 -0.8436373 0.53258131
## 2 0.5667468 -0.78924226
## 3 -0.9182933 0.36893227
## 4 0.3953764 -0.01575145
## 5 0.1538472 -0.16135705
## Overall Speed Pass Rushing Power Pass Rushing Open Field
## 1 -1.1889134 -0.7008482 -0.5081976 -0.6386872
## 2 1.8705391 0.7204690 1.0116897 1.3066857
## 3 -0.2788163 0.8675648 -0.6633815 -0.1272129
## 4 0.7927310 -0.1989944 0.6820067 0.4671563
## 5 -0.1053959 -0.6220545 0.2521477 -0.2684255
## Speed Pass Rushing Power Pass Rushing Open Field
## 1 0.93415727 -0.4144117 -0.5197455
## 2 -0.02638404 0.4001531 -0.3737691
## 3 0.90703943 -1.2163356 0.3092962
## 4 -0.82584769 0.5611428 0.2647049
## 5 -0.10018624 -0.2614491 0.3616354
## Overall Speed Awareness Open Field Finesse Pash Rushing
## 1 -1.0241619 -0.5777306 -0.7407688 -0.51603783 -0.8679855
## 2 0.3858812 0.6357680 0.4799468 -0.30653006 1.5066679
## 3 -0.5503169 0.8348221 -1.0193560 0.02035586 0.5705145
## 4 1.6810384 0.3746895 1.0957665 1.22308568 0.2799423
## 5 0.3050120 -0.5769212 0.6365018 -0.01058023 -0.4912927
## Power Pass Rushing
## 1 0.04103086
## 2 -1.03386180
## 3 -0.57614613
## 4 1.04429838
## 5 0.35853970
## Speed Awareness Open Field Finesse Pass Rushing
## 1 0.91507292 -0.58678657 -0.58678657 -0.06407055
## 2 -0.03960658 0.11056616 0.11056616 1.06084869
## 3 1.23681909 -0.92465182 -0.92465182 1.38564560
## 4 -1.02164791 0.74172168 0.74172168 -0.90181497
## 5 -0.21556830 0.08482951 0.08482951 -0.31266562
## Power Pass Rushing
## 1 0.3225708
## 2 -1.2423744
## 3 -0.7731610
## 4 0.4400195
## 5 0.3585749
## Speed Pass Rushing Power Pass Rushing Open Field
## Lawrence Okoye 0.207401619 -0.505668450 0.298266831
## Xavier Cooper 0.249222331 -1.228403559 0.979181229
## Margus Hunt 0.389124865 -0.484002116 0.094877251
## Ezekiel Ansah 0.088263310 -0.444051281 0.355787971
## Josh Mauro -0.757165482 0.185033000 0.572132482
## Geneo Grissom 0.563098293 -1.034431903 0.471333610
## David King 0.356399244 0.410821845 -0.767221089
## Allen Bailey -0.392303471 0.010920248 0.381383222
## Xzavier Dickson 0.168399466 0.318294897 -0.486694363
## Chris Long -0.025109530 0.578801008 -0.553691478
## Malliciah Goodman 0.109220185 0.066586394 -0.175806578
## Arik Armstead 0.314803164 0.290881660 -0.605684825
## William Gholston -0.470316317 -0.274826445 0.745142761
## Ethan Westbrooks 1.199379552 -0.738451573 -0.460927979
## Tony Jerod-Eddie -0.496608319 0.620208989 -0.123600669
## Gerald Rivers 1.297276226 -1.035186594 -0.262089632
## Calais Campbell -0.356079206 -0.251988662 0.608067867
## Darius Philon 0.837965250 -1.625336313 0.787371063
## Ryan Russell 0.655277295 -0.589495308 -0.065781987
## Cliff Matthews 0.658788706 -0.835786547 0.176997841
## William Hayes -1.073019041 0.314309711 0.758709330
## Vic Beasley Jr. 1.593717115 -0.647968976 -0.945748139
## Glenn Foster 0.381411711 -0.203761328 -0.177650383
## Jason Jones -0.011809971 0.223567020 -0.211757049
## Trey Flowers -0.453554398 0.080511955 0.373042443
## Malik Jackson -0.384273072 0.421466071 -0.037192999
## Tevita Finau -0.066205670 0.595522854 -0.529317184
## Tyson Alualu -1.073430638 0.520366955 0.553063683
## Cameron Jordan -0.652584377 0.508320945 0.144263432
## Eugene Sims 1.092311540 -0.432911874 -0.659399666
## Cullen Jenkins -0.828956173 0.815493868 0.013462305
## Ropati Pitoitua -1.147693337 0.961614515 0.186078822
## Manny Lawson 1.086456833 -0.543511780 -0.542945053
## Jake Bequette -0.257353568 -0.363713903 0.621067472
## Mike Catapano 0.787500945 -0.997283253 0.209782308
## Khyri Thornton 1.000254162 -0.372912833 -0.627341329
## Taylor Hart 0.101242098 -0.051056254 -0.050185845
## Brent Urban -0.037617499 -0.419753681 0.457371180
## Lavar Edwards -0.286795587 -0.365506695 0.652302282
## Mario Edwards Jr. 0.054614745 -0.151828687 0.097213942
## L.T. Walton -0.659622189 0.320864217 0.338757972
## Henry Anderson -0.273992878 0.726016754 -0.452023876
## Jerry Hughes 0.833036396 -0.732620551 -0.100415845
## Cory Redding -0.705351313 1.039985437 -0.334634124
## Mike DeVito -1.465849238 0.754336663 0.711512575
## Ben Gardner 0.109225524 0.102597858 -0.211823383
## Ed Stinson -0.478587635 0.357418665 0.121168970
## Rakeem Nunez-Roches -0.511107068 -0.322850743 0.833957811
## Adrian Clayborn -0.019594616 0.234281596 -0.214686980
## Tyson Jackson -1.038118041 0.946881947 0.091236094
## Tenny Palepoi -0.758809142 0.158616275 0.600192867
## Jerel Worthy -0.546255593 0.219528618 0.326726974
## Justin Trattou 0.751242432 -0.171589014 -0.579653418
## Akiem Hicks -0.863682206 0.238205133 0.625477073
## Stansly Maponga 0.708755906 -0.872324704 0.163568798
## Ryan Robinson 1.003600847 -0.971774328 -0.031826518
## Olivier Vernon 0.048459450 0.154558176 -0.203017625
## Vinny Curry 1.138258547 -0.439408463 -0.698850083
## T.J. Fatinikun 1.205403882 -0.646578170 -0.558825713
## Wallace Gilberry 0.178880061 0.339730994 -0.518611055
## Desmond Bryant -0.877374656 0.518656842 0.358717814
## Kerry Wynn -0.001963644 -0.166401961 0.168365605
## Sheldon Richardson -1.134148631 0.049579174 1.084569457
## Obum Gwacham 1.505934170 -1.582488668 0.076554498
## Jared Crick -1.088630340 0.263203616 0.825426724
## Dante Fowler Jr. 0.838269161 -1.047239357 0.208970196
## Wes Horton 0.098255009 -0.071932894 -0.026322115
## Antonio Smith -0.295438288 0.830630227 -0.535191939
## Greg Hardy -0.268192891 0.336777180 -0.068584289
## Larry English 1.105377127 -0.467301869 -0.638075258
## Robert Quinn -0.342152193 -0.240601807 0.582754000
## Cassius Marsh 0.424876895 -0.671422225 0.246545330
## Mike Daniels 0.366161567 -0.094779059 -0.271382508
## Terrence Fede 1.031338381 -0.835635380 -0.195703001
## Datone Jones 0.811907923 -0.604844547 -0.207063376
## Shelby Harris 0.143668443 -0.453687595 0.310019153
## Ego Ferguson -0.509070942 0.426597330 0.082473612
## Olsen Pierre -0.129020754 0.665399080 -0.536378325
## C.J. Wilson -0.935708927 0.628925800 0.306783127
## Jason Hatcher 0.451907046 0.254058349 -0.705965395
## Jeoffrey Pagan -0.531574523 0.144784435 0.386790088
## Billy Winn 0.600114820 -0.271468869 -0.328645951
## Jason Pierre-Paul -0.206734721 -0.744427226 0.951161947
## Fletcher Cox -0.579783810 0.246159086 0.333624724
## Zach Moore 0.896079350 -1.120558572 0.224479223
## Owamagbe Odighizuwa 1.286214973 -0.210911871 -1.075303102
## Cliff Avril 1.093992442 -0.473159890 -0.620832553
## Brandon Bair 0.016674534 -0.001735296 -0.014939238
## Brian Mihalik 0.106651450 0.280070771 -0.386722221
## Kroy Biermann 0.366777568 -0.439439801 0.072662233
## Kareem Martin 0.702265689 -0.282664410 -0.419601279
## Vance Walker -0.653190534 0.785782992 -0.132592457
## John Hughes -0.255912241 0.188579625 0.067332617
## Frank Alexander 1.509460472 -0.076872699 -1.432587773
## Mike Martin 0.257563202 0.176821596 -0.434384798
## Kevin Vickerson -0.494890722 1.143035937 -0.648145215
## Alex Carrington 0.360774664 0.477477742 -0.838252406
## Jarius Wynn -0.498713920 0.183420830 0.315293090
## Jacquies Smith 1.359536866 -0.589795258 -0.769741608
## Kelcy Quarles -0.379503773 -0.456068819 0.835572593
## Phillip Hunt 0.792031209 -0.769067433 -0.022963776
## Michael Bennett -0.647917074 0.610086565 0.037830509
## Greg Scruggs 0.200015573 0.086257600 -0.286273173
## Kendall Langford -0.709918069 0.925142486 -0.215224417
## Will Clarke 0.076588097 -0.459040358 0.382452261
## George Johnson 0.885015731 -0.353189905 -0.531825825
## Benson Mayowa 0.838682087 -1.265923388 0.427241301
## Ricardo Mathews -0.093656977 0.229492441 -0.135835464
## Martin Ifedi 0.041911711 -0.230194824 0.188283113
## Timmy Jernigan -0.308447626 0.086844677 0.221602949
## Frank Clark 0.635257744 -1.269041970 0.633784226
## Randy Gregory 1.080588474 -1.476276989 0.395688515
## Dion Jordan 1.185102760 -1.394863464 0.209760705
## DeMarcus Lawrence 0.196615713 -0.731320864 0.534705152
## Jeremiah Ratliff -0.355714284 0.798527133 -0.442812849
## Jarvis Jenkins -0.847280361 0.743141288 0.104139073
## T.J. Barnes -1.088316295 1.076223602 0.012092693
## Kapron Lewis-Moore -0.543881049 0.686976668 -0.143095619
## Kevin Williams -0.875577771 1.403876534 -0.528298764
## Casey Walker -0.388473109 0.103814286 0.284658822
## Frostee Rucker -0.782749188 0.820508191 -0.037759003
## Ryan Davis 0.910573083 -0.600494887 -0.310078196
## Chris Smith 0.673171797 -0.450173757 -0.222998040
## Leonard Williams -0.307041845 -0.003154569 0.310196414
## Stephon Tuitt -0.458255465 0.662057036 -0.203801571
## Muhammad Wilkerson -1.168088762 0.471626466 0.696462295
## Stephen Paea -0.784720999 0.915183654 -0.130462655
## Travian Robertson -0.076660285 0.812238881 -0.735578596
## Jeremy Mincey -0.159954860 0.635426681 -0.475471821
## DaQuan Jones -0.970260171 0.729084792 0.241175378
## Corey Liuget -1.135492518 0.635584372 0.499908146
## Clifton Geathers -0.877124430 0.354435566 0.522688864
## Mario Addison 1.007159654 -0.349456800 -0.657702855
## Max Valles -0.057074035 -0.823159094 0.880233129
## Robert Ayers -0.277674915 -0.153294690 0.430969604
## Karl Klug 0.353376680 0.447395189 -0.800771869
## Chris Canty -0.901087158 0.847805283 0.053281875
## DeAngelo Tyson -0.778596944 0.364332813 0.414264131
## Larry Webster 1.386320469 -1.548141811 0.161821342
## Devin Taylor 0.399340228 -0.232636576 -0.166703652
## Damontre Moore 0.149934910 -0.631674738 0.481739828
## Tank Carradine 0.401556841 -0.384324030 -0.017232811
## Matt Conrath -0.374648528 0.094229398 0.280419130
## Chandler Jones -0.310353123 0.198478879 0.111874244
## Steven Means 0.740774849 -0.287330296 -0.453444553
## Caesar Rayford 0.545570216 0.181554660 -0.727124876
## Kony Ealy 0.437601255 -0.331448031 -0.106153224
## Brandon Dunn -0.231919649 -0.095122685 0.327042334
## Rodney Gunter -0.349365369 -0.254587892 0.603953261
## Kedric Golston -0.516666398 0.575288362 -0.058621965
## Stephen Bowen -0.565730031 0.640586400 -0.074856369
## Chris Clemons 0.580057995 -0.236310819 -0.343747176
## Michael Johnson 0.986689255 -0.375320749 -0.611368506
## Lawrence Sidbury Jr. 1.353637998 -0.916195347 -0.437442651
## Brian Robison 0.939629306 -0.136506899 -0.803122407
## Jack Crawford 0.005135548 0.200047489 -0.205183037
## Lawrence Guy -0.804434916 0.310432598 0.494002318
## Cedric Thornton -1.322250792 0.608044809 0.714205983
## Mario Williams -0.298739092 -0.046157464 0.344896556
## George Selvie 0.929586218 -0.057763645 -0.871822574
## Cameron Wake -0.507863851 -0.182999186 0.690863037
## Andre Branch 0.242833412 -0.360097173 0.117263761
## Kaleb Ramsey -0.242258328 0.668093004 -0.425834677
## Arthur Jones -1.073654820 0.463762825 0.609891995
## Jurrell Casey -0.972149817 0.364968434 0.607181383
## Christian Covington 0.638380794 0.105900751 -0.744281545
## Tyeler Davison -0.409087052 0.392200783 0.016886269
## Everson Griffen 0.072013480 0.086500192 -0.158513672
## Bruce Gaston -0.367362392 0.731767488 -0.364405095
## Lynden Trail 1.731621568 -0.750517883 -0.981103685
## Derrick Shelby -0.005230058 -0.061533916 0.066763974
## Danielle Hunter 1.062235838 -1.819912798 0.757676960
## Josh Boyd -0.459025855 0.542383256 -0.083357401
## Denico Autry -0.394304100 0.152910258 0.241393842
## Jaye Howard 0.197327719 0.031508508 -0.228836227
## B.J. Dubose 0.049848827 0.129752993 -0.179601820
## Cameron Heyward -1.043049522 0.569489947 0.473559575
## Damion Square -0.049804706 0.097301831 -0.047497125
## Nick Williams -0.136748449 0.144024530 -0.007276081
## Justin Tuck 0.529648708 -0.018599502 -0.511049206
## Ricky Jean Francois -1.190040858 0.525422076 0.664618783
## Darryl Tapp 0.588606655 -0.491112190 -0.097494465
## Darnell Dockett -0.315309579 0.616123388 -0.300813809
## Vaughn Martin -0.497760845 0.561467858 -0.063707013
## Xavier Proctor -0.472397987 0.331578384 0.140819604
## Charles Johnson -0.193206894 0.227671939 -0.034465045
## Frank Kearse 0.079259611 0.192818577 -0.272078188
## Kendall Reyes -0.524088029 0.339583174 0.184504855
## Cam Thomas -0.904122892 1.094853353 -0.190730461
## J.J. Watt -1.362435567 0.543233350 0.819202218
## Demarcus Dobbs -0.165513637 0.338690360 -0.173176723
## Zach Kerr 0.391282525 -0.390121726 -0.001160799
## Derek Wolfe -0.845612877 0.558960390 0.286652486
## Randy Starks -0.653003823 1.568287374 -0.915283551
## Carlos Dunlap 0.795365627 -0.520212712 -0.275152915
## Scott Crichton -0.193013725 -0.282274310 0.475288035
## Rob Ninkovich -0.994174777 0.648292731 0.345882046
## Speed Awareness Open Field
## Lawrence Okoye 1.664907497 -1.0597197422 -1.0597197422
## Xavier Cooper 0.981623039 -0.8934957324 -0.8934957324
## Margus Hunt 1.263672879 -0.7111177166 -0.7111177166
## Ezekiel Ansah 0.773017622 -0.3815797017 -0.3815797017
## Josh Mauro -0.370694015 0.0875269058 0.0875269058
## Geneo Grissom 1.610055265 -1.4868604063 -1.4868604063
## David King 1.067992028 -0.2261786829 -0.2261786829
## Allen Bailey 0.023507419 0.1867712864 0.1867712864
## Xzavier Dickson 0.830817980 0.0812863548 0.0812863548
## Chris Long 0.141900602 0.5559503043 0.5559503043
## Malliciah Goodman 0.591670705 -0.0444286588 -0.0444286588
## Arik Armstead 0.069572053 -0.8410668946 -0.8410668946
## William Gholston 0.019876789 -0.1432022632 -0.1432022632
## Ethan Westbrooks 0.430636371 -0.8211724902 -0.8211724902
## Tony Jerod-Eddie -1.060335143 0.5454853636 0.5454853636
## Gerald Rivers 1.485003707 -0.8603352509 -0.8603352509
## Calais Campbell -0.974972140 0.3190456746 0.3190456746
## Darius Philon 1.212992507 -1.3032438800 -1.3032438800
## Ryan Russell 1.829407615 -0.7553498873 -0.7553498873
## Cliff Matthews 0.279166839 -0.5903248249 -0.5903248249
## William Hayes -0.054084745 0.4602409270 0.4602409270
## Vic Beasley Jr. 1.474502021 -0.8165932944 -0.8165932944
## Glenn Foster 0.630301824 -0.4942605972 -0.4942605972
## Jason Jones -0.010791734 0.2037613305 0.2037613305
## Trey Flowers 0.807313304 -0.4468305772 -0.4468305772
## Malik Jackson -0.668363085 0.0689097012 0.0689097012
## Tevita Finau -0.834745214 0.2402359261 0.2402359261
## Tyson Alualu -0.278042364 0.8651645088 0.8651645088
## Cameron Jordan -0.113814859 0.4916977760 0.4916977760
## Eugene Sims 0.447288494 -0.0847812987 -0.0847812987
## Cullen Jenkins -1.524734776 1.1247400158 1.1247400158
## Ropati Pitoitua -1.903828450 0.8522986675 0.8522986675
## Manny Lawson 0.842362108 0.3701874122 0.3701874122
## Jake Bequette 0.508737460 -0.1024820502 -0.1024820502
## Mike Catapano 0.911496487 -0.8976330979 -0.8976330979
## Khyri Thornton -0.181899270 -0.4661564848 -0.4661564848
## Taylor Hart 0.758354027 -0.4310674065 -0.4310674065
## Brent Urban 0.524923335 -0.7041783167 -0.7041783167
## Lavar Edwards 0.826247840 -0.0235566304 -0.0235566304
## Mario Edwards Jr. 0.371152599 -0.8090104947 -0.8090104947
## L.T. Walton -0.309581647 -0.1128113286 -0.1128113286
## Henry Anderson -0.125978824 0.1556472587 0.1556472587
## Jerry Hughes 0.116248684 0.0731610423 0.0731610423
## Cory Redding -1.141856494 1.0635386328 1.0635386328
## Mike DeVito -0.861918132 1.0970150596 1.0970150596
## Ben Gardner 0.549775625 -0.3160731911 -0.3160731911
## Ed Stinson -0.651651277 0.0060860695 0.0060860695
## Rakeem Nunez-Roches -0.056312999 -0.3790966272 -0.3790966272
## Adrian Clayborn 0.221582922 0.0346826402 0.0346826402
## Tyson Jackson -0.720506947 1.1932311357 1.1932311357
## Tenny Palepoi -0.250657229 0.1397568163 0.1397568163
## Jerel Worthy -0.123853260 0.1446430597 0.1446430597
## Justin Trattou 1.006866089 -0.4636350151 -0.4636350151
## Akiem Hicks -1.270961509 0.3403420077 0.3403420077
## Stansly Maponga 0.282123602 -0.3363465849 -0.3363465849
## Ryan Robinson 1.033581487 -0.5022123630 -0.5022123630
## Olivier Vernon 0.129204199 0.0356126611 0.0356126611
## Vinny Curry 0.499617963 -0.4689531199 -0.4689531199
## T.J. Fatinikun 1.035089632 -0.4749186282 -0.4749186282
## Wallace Gilberry -0.295579715 0.5266620541 0.5266620541
## Desmond Bryant -0.795069129 0.7117193905 0.7117193905
## Kerry Wynn 0.384564746 -0.4889413943 -0.4889413943
## Sheldon Richardson -0.808712065 0.1987675194 0.1987675194
## Obum Gwacham 1.866076361 -1.3495519346 -1.3495519346
## Jared Crick -0.540165161 0.6206846761 0.6206846761
## Dante Fowler Jr. 1.386036625 -0.9588608582 -0.9588608582
## Wes Horton 0.208717497 0.0986438667 0.0986438667
## Antonio Smith -1.488120664 1.1235594674 1.1235594674
## Greg Hardy -0.350961884 0.1137371100 0.1137371100
## Larry English 0.398956559 0.0786298775 0.0786298775
## Robert Quinn 0.210791671 -0.0001377063 -0.0001377063
## Cassius Marsh 0.968059928 -0.5103788585 -0.5103788585
## Mike Daniels -0.593519851 0.0965076191 0.0965076191
## Terrence Fede 0.822570895 -0.8417569883 -0.8417569883
## Datone Jones 0.438285885 -0.1963780551 -0.1963780551
## Shelby Harris 0.732545234 -0.9178285661 -0.9178285661
## Ego Ferguson -0.545924225 0.2543596728 0.2543596728
## Olsen Pierre -0.020314050 -0.1644469257 -0.1644469257
## C.J. Wilson -0.193103642 0.5856664719 0.5856664719
## Jason Hatcher -1.334121766 0.4539076413 0.4539076413
## Jeoffrey Pagan -0.819788323 -0.1167717597 -0.1167717597
## Billy Winn -0.142667667 0.0669070915 0.0669070915
## Jason Pierre-Paul -0.064413336 0.2998535615 0.2998535615
## Fletcher Cox -0.323040851 0.1830557442 0.1830557442
## Zach Moore 0.997381826 -1.2535374924 -1.2535374924
## Owamagbe Odighizuwa 1.749348240 -1.3045004580 -1.3045004580
## Cliff Avril 0.397912245 0.3753873456 0.3753873456
## Brandon Bair -0.134689682 0.1939281827 0.1939281827
## Brian Mihalik 0.920860993 -0.1584468642 -0.1584468642
## Kroy Biermann 0.090632422 0.3324004304 0.3324004304
## Kareem Martin 1.308325227 -0.6465901655 -0.6465901655
## Vance Walker -1.736509038 0.7495331854 0.7495331854
## John Hughes -1.891898118 0.2660202648 0.2660202648
## Frank Alexander 0.190847478 -0.2622626409 -0.2622626409
## Mike Martin 0.120117779 0.0912541557 0.0912541557
## Kevin Vickerson -1.458054496 0.9245134387 0.9245134387
## Alex Carrington 0.023565931 0.0668059269 0.0668059269
## Jarius Wynn -0.634376912 0.4166364209 0.4166364209
## Jacquies Smith 0.677238410 -0.1984608572 -0.1984608572
## Kelcy Quarles 0.225197829 -0.3624919140 -0.3624919140
## Phillip Hunt 0.178260468 -0.0809351691 -0.0809351691
## Michael Bennett -0.593861625 0.3723851002 0.3723851002
## Greg Scruggs 0.308190661 -0.1141599386 -0.1141599386
## Kendall Langford -0.857941716 1.0540706631 1.0540706631
## Will Clarke 0.946888283 -0.4591668656 -0.4591668656
## George Johnson -0.115070397 0.1534115560 0.1534115560
## Benson Mayowa 1.068356927 -0.5269821915 -0.5269821915
## Ricardo Mathews -0.374730384 0.1706865181 0.1706865181
## Martin Ifedi 1.077945063 -0.5756982511 -0.5756982511
## Timmy Jernigan -0.321165006 -0.1873166654 -0.1873166654
## Frank Clark 1.980435903 -1.5111652731 -1.5111652731
## Randy Gregory 1.549485632 -1.1712575563 -1.1712575563
## Dion Jordan 1.472526499 -0.9955097103 -0.9955097103
## DeMarcus Lawrence 0.870604287 -0.5314814750 -0.5314814750
## Jeremiah Ratliff -1.312302183 0.8749909451 0.8749909451
## Jarvis Jenkins -0.834204295 0.7111258799 0.7111258799
## T.J. Barnes -1.490641337 0.7103198779 0.7103198779
## Kapron Lewis-Moore -0.795399705 -0.2430788308 -0.2430788308
## Kevin Williams -1.496421607 1.6919589427 1.6919589427
## Casey Walker -0.592078103 -0.0898902803 -0.0898902803
## Frostee Rucker -0.979669779 1.0415073167 1.0415073167
## Ryan Davis 0.254763299 -0.1576577753 -0.1576577753
## Chris Smith 1.194949659 -0.8041453652 -0.8041453652
## Leonard Williams -0.101848398 -0.5189131914 -0.5189131914
## Stephon Tuitt -0.532044431 0.2969567902 0.2969567902
## Muhammad Wilkerson -1.065372640 0.2060713358 0.2060713358
## Stephen Paea -1.717615413 0.5632250226 0.5632250226
## Travian Robertson -0.567480150 -0.0368035078 -0.0368035078
## Jeremy Mincey -0.660859305 0.5573889911 0.5573889911
## DaQuan Jones -1.387785583 0.3196753929 0.3196753929
## Corey Liuget -0.804270710 0.6864082328 0.6864082328
## Clifton Geathers -0.338792129 0.3098569940 0.3098569940
## Mario Addison 0.227749135 0.0286480481 0.0286480481
## Max Valles 1.724485039 -0.7521677329 -0.7521677329
## Robert Ayers 0.032629590 0.2015908899 0.2015908899
## Karl Klug -0.170406549 0.1622937285 0.1622937285
## Chris Canty -1.854195006 1.0506420049 1.0506420049
## DeAngelo Tyson -0.420778986 0.4552163594 0.4552163594
## Larry Webster 2.014937703 -1.1598451261 -1.1598451261
## Devin Taylor 0.862532323 -0.1365094303 -0.1365094303
## Damontre Moore 0.216530570 -0.2718025888 -0.2718025888
## Tank Carradine 1.020942368 -1.2163562715 -1.2163562715
## Matt Conrath -0.394274693 0.1458831020 0.1458831020
## Chandler Jones 0.010609869 -0.0422739497 -0.0422739497
## Steven Means 1.126569748 -0.9858997764 -0.9858997764
## Caesar Rayford 0.392744107 -0.2402271941 -0.2402271941
## Kony Ealy 0.799187489 -0.4269789264 -0.4269789264
## Brandon Dunn -0.594310808 -0.3204708966 -0.3204708966
## Rodney Gunter 0.583199148 -0.5062690817 -0.5062690817
## Kedric Golston -0.785853388 0.6526548312 0.6526548312
## Stephen Bowen -0.673194114 0.8453157395 0.8453157395
## Chris Clemons -0.746465196 0.9179609832 0.9179609832
## Michael Johnson 0.622153194 0.1240612995 0.1240612995
## Lawrence Sidbury Jr. 1.217746688 -0.4846359474 -0.4846359474
## Brian Robison 0.271953628 0.6546801622 0.6546801622
## Jack Crawford 0.399068228 0.0860615233 0.0860615233
## Lawrence Guy -0.532514018 0.3336845711 0.3336845711
## Cedric Thornton -1.598679761 0.7127571920 0.7127571920
## Mario Williams -0.149800067 0.3864840565 0.3864840565
## George Selvie -0.145428982 0.3233733496 0.3233733496
## Cameron Wake -0.335845326 0.4268956840 0.4268956840
## Andre Branch 0.836347726 -0.0138755080 -0.0138755080
## Kaleb Ramsey -0.835020620 -0.1516601751 -0.1516601751
## Arthur Jones -0.801108848 0.5925905647 0.5925905647
## Jurrell Casey -1.396535089 0.3958031787 0.3958031787
## Christian Covington 0.676619813 -0.5478947224 -0.5478947224
## Tyeler Davison -0.206018932 -0.0838675455 -0.0838675455
## Everson Griffen 0.087315329 0.1385386998 0.1385386998
## Bruce Gaston -0.382366402 -0.1135142763 -0.1135142763
## Lynden Trail 1.242678381 -1.2588172360 -1.2588172360
## Derrick Shelby -0.007269015 0.0027904321 0.0027904321
## Danielle Hunter 2.248076376 -1.2015371358 -1.2015371358
## Josh Boyd -0.800636501 0.1801400722 0.1801400722
## Denico Autry 0.052431450 -0.0109257328 -0.0109257328
## Jaye Howard 0.122107230 -0.2195283146 -0.2195283146
## B.J. Dubose 0.199146675 -0.1493926964 -0.1493926964
## Cameron Heyward -0.860511385 0.5123393824 0.5123393824
## Damion Square -0.383316566 0.0003598264 0.0003598264
## Nick Williams 0.452000624 0.0949631842 0.0949631842
## Justin Tuck -0.345529861 0.5757002843 0.5757002843
## Ricky Jean Francois -1.333996679 0.7523041137 0.7523041137
## Darryl Tapp -0.212586588 0.2225293082 0.2225293082
## Darnell Dockett -1.305174164 0.5460382333 0.5460382333
## Vaughn Martin -0.502111007 0.5025011869 0.5025011869
## Xavier Proctor -0.717320873 0.2249194428 0.2249194428
## Charles Johnson -0.356932477 0.6269164313 0.6269164313
## Frank Kearse -1.550808587 0.2760728967 0.2760728967
## Kendall Reyes 0.122760239 0.4401405482 0.4401405482
## Cam Thomas -1.040767803 0.7987844781 0.7987844781
## J.J. Watt -1.010159672 0.4603989471 0.4603989471
## Demarcus Dobbs -0.111203861 0.2791874974 0.2791874974
## Zach Kerr -0.621183009 -0.4293041133 -0.4293041133
## Derek Wolfe -0.413681487 0.5252054095 0.5252054095
## Randy Starks -1.841838918 1.2585054867 1.2585054867
## Carlos Dunlap 0.187162932 0.0586447045 0.0586447045
## Scott Crichton 0.787148308 -0.3879824213 -0.3879824213
## Rob Ninkovich -0.771870166 1.0361384780 1.0361384780
## Finesse Pass Rushing Power Pass Rushing
## Lawrence Okoye -0.3759843522 0.830516339
## Xavier Cooper 0.9311075395 -0.125739114
## Margus Hunt -0.0001299185 0.158692473
## Ezekiel Ansah -0.0259676893 0.016109471
## Josh Mauro -0.6198885350 0.815528739
## Geneo Grissom 0.7250267908 0.638638757
## David King -0.9407522400 0.325117578
## Allen Bailey -0.4968523906 0.099802398
## Xzavier Dickson -0.9490736720 -0.044317018
## Chris Long -0.9662960294 -0.287505181
## Malliciah Goodman -0.4847768369 -0.018036550
## Arik Armstead 0.3248616963 1.287700040
## William Gholston -0.1469154368 0.413443174
## Ethan Westbrooks 1.8598838720 -0.648175262
## Tony Jerod-Eddie -0.3529721681 0.322336584
## Gerald Rivers 1.2888981494 -1.053231354
## Calais Campbell 0.6594786055 -0.322597815
## Darius Philon 1.8602366596 -0.466741407
## Ryan Russell -0.1400329515 -0.178674889
## Cliff Matthews 1.4641558174 -0.562673007
## William Hayes -1.5090206450 0.642623536
## Vic Beasley Jr. 1.1915198593 -1.032835292
## Glenn Foster 0.2067821665 0.151437204
## Jason Jones -0.3098116998 -0.086919227
## Trey Flowers -1.0752506571 1.161598507
## Malik Jackson -0.2025369112 0.733080594
## Tevita Finau 0.0188065690 0.335466793
## Tyson Alualu -1.6820966922 0.229810038
## Cameron Jordan -1.2467758715 0.377195178
## Eugene Sims 1.1183447346 -1.396070631
## Cullen Jenkins -0.6928721085 -0.031873148
## Ropati Pitoitua -0.6802801947 0.879511310
## Manny Lawson 0.6583869352 -2.241123868
## Jake Bequette -0.3211721947 0.017398835
## Mike Catapano 1.2976815587 -0.413911850
## Khyri Thornton 1.7163785141 -0.602166274
## Taylor Hart -0.3646765835 0.468457369
## Brent Urban 0.1966070808 0.686826218
## Lavar Edwards -0.6759994506 -0.103135128
## Mario Edwards Jr. 0.2127665537 1.034101837
## L.T. Walton -0.6277853681 1.162989672
## Henry Anderson -0.9321802231 0.746864530
## Jerry Hughes 1.3948793027 -1.657450072
## Cory Redding -1.1187281355 0.133507364
## Mike DeVito -1.8592964993 0.527184512
## Ben Gardner -0.3651478885 0.447518646
## Ed Stinson -0.2201019802 0.859581118
## Rakeem Nunez-Roches 0.0318143931 0.782691860
## Adrian Clayborn -0.4689930611 0.178044859
## Tyson Jackson -1.8007055148 0.134750190
## Tenny Palepoi -0.7289133177 0.700056914
## Jerel Worthy -0.6995214291 0.534088570
## Justin Trattou 0.1766704707 -0.256266529
## Akiem Hicks -0.0549785842 0.645256077
## Stansly Maponga 1.4359354186 -1.045365851
## Ryan Robinson 1.2003932931 -1.229550055
## Olivier Vernon -0.2386685746 0.038239053
## Vinny Curry 1.2892034723 -0.850915196
## T.J. Fatinikun 1.0665277453 -1.151780121
## Wallace Gilberry -0.1150607435 -0.642683649
## Desmond Bryant -0.9447811567 0.316411505
## Kerry Wynn 0.0171098780 0.576208165
## Sheldon Richardson -0.5004704386 0.911647465
## Obum Gwacham 1.8916736229 -1.058646115
## Jared Crick -1.0965531490 0.395348957
## Dante Fowler Jr. 0.9842392299 -0.452554139
## Wes Horton -0.0676697538 -0.338335477
## Antonio Smith -0.2168625267 -0.542135744
## Greg Hardy -0.3174276206 0.440915285
## Larry English 1.1375566629 -1.693772976
## Robert Quinn -0.2928201410 0.082303883
## Cassius Marsh 0.4035259854 -0.350828197
## Mike Daniels 0.9570375244 -0.556532911
## Terrence Fede 1.4360136734 -0.575070592
## Datone Jones 1.0684435156 -1.113973291
## Shelby Harris 0.3084975139 0.794614384
## Ego Ferguson -0.5248394558 0.562044335
## Olsen Pierre -0.6891751781 1.038383079
## C.J. Wilson -1.6101549424 0.631925641
## Jason Hatcher 1.2296298231 -0.803323340
## Jeoffrey Pagan 0.1484034376 0.904928404
## Billy Winn 0.9557832302 -0.946929746
## Jason Pierre-Paul 0.4556275295 -0.990921316
## Fletcher Cox -0.5910926084 0.548021971
## Zach Moore 1.6004518452 -0.090758686
## Owamagbe Odighizuwa 0.4207821848 0.438870491
## Cliff Avril 1.0040756562 -2.152762593
## Brandon Bair 0.0591829131 -0.312349597
## Brian Mihalik -0.9512006387 0.347233374
## Kroy Biermann 0.5597672647 -1.315200547
## Kareem Martin 0.0370096587 -0.052154555
## Vance Walker -0.1343160302 0.371758697
## John Hughes 1.1954038239 0.164453765
## Frank Alexander 1.4925287176 -1.158850914
## Mike Martin -0.0708313825 -0.231794708
## Kevin Vickerson -0.6598636319 0.268891251
## Alex Carrington -0.1644730538 0.007295269
## Jarius Wynn -0.2641526328 0.065256703
## Jacquies Smith 1.3721067381 -1.652423433
## Kelcy Quarles 0.0267003790 0.473085620
## Phillip Hunt 1.3986725509 -1.415062681
## Michael Bennett -0.8469498322 0.696041257
## Greg Scruggs -0.1227272155 0.042856432
## Kendall Langford -1.2709064834 0.020706874
## Will Clarke -0.1506496246 0.122095072
## George Johnson 1.2528457618 -1.444598476
## Benson Mayowa 1.3056495957 -1.320042140
## Ricardo Mathews -0.0445906875 0.077948035
## Martin Ifedi -0.4796631465 0.553114585
## Timmy Jernigan -0.0092054994 0.705003836
## Frank Clark 0.6951003827 0.346794260
## Randy Gregory 1.5845183790 -0.791488899
## Dion Jordan 1.6005958122 -1.082102891
## DeMarcus Lawrence 0.3366819013 -0.144323239
## Jeremiah Ratliff -0.2996084847 -0.138071222
## Jarvis Jenkins -1.0969764095 0.508928944
## T.J. Barnes -1.0534344030 1.123435984
## Kapron Lewis-Moore -0.3640861833 1.645643550
## Kevin Williams -1.5870109700 -0.300485308
## Casey Walker 0.1033045565 0.668554107
## Frostee Rucker -1.1190884297 0.015743576
## Ryan Davis 1.3148872391 -1.254334988
## Chris Smith 0.3477532250 0.065587846
## Leonard Williams 0.0217854332 1.117889348
## Stephon Tuitt -0.7342660853 0.672396936
## Muhammad Wilkerson -0.7122285594 1.365458528
## Stephen Paea -0.3234588162 0.914624184
## Travian Robertson -0.3306961303 0.971783296
## Jeremy Mincey -0.4098744891 -0.044044188
## DaQuan Jones -0.5245368012 1.272971598
## Corey Liuget -1.2913572093 0.722811454
## Clifton Geathers -1.0284576597 0.747535801
## Mario Addison 1.1064112320 -1.391456464
## Max Valles -0.5145771822 0.294427609
## Robert Ayers -0.2399540745 -0.195857295
## Karl Klug -0.0055087617 -0.148672147
## Chris Canty -0.4584371770 0.211348174
## DeAngelo Tyson -0.9292749614 0.439621229
## Larry Webster 1.5198177772 -1.215065228
## Devin Taylor -0.1185992874 -0.470914175
## Damontre Moore 0.6844860393 -0.357411431
## Tank Carradine 0.3576167124 1.054153463
## Matt Conrath -0.1608368836 0.263345373
## Chandler Jones -0.4894404554 0.563378485
## Steven Means 0.3963515389 0.448878266
## Caesar Rayford 0.0990432544 -0.011332974
## Kony Ealy 0.2019403607 -0.147169997
## Brandon Dunn 0.5530219376 0.682230663
## Rodney Gunter -0.4114843199 0.840823336
## Kedric Golston -0.6278525787 0.108396304
## Stephen Bowen -0.9279960816 -0.089441283
## Chris Clemons 1.0911301853 -2.180586956
## Michael Johnson 0.7047919899 -1.575067783
## Lawrence Sidbury Jr. 1.3107582423 -1.559233035
## Brian Robison 0.5164817985 -2.097795751
## Jack Crawford -0.5979973532 0.026806078
## Lawrence Guy -0.7451084305 0.610253306
## Cedric Thornton -0.7260748771 0.899240254
## Mario Williams -0.2764745635 -0.346693483
## George Selvie 0.9601780360 -1.461495753
## Cameron Wake -0.1927685976 -0.325177444
## Andre Branch -0.1759610461 -0.632635664
## Kaleb Ramsey -0.0537010012 1.192041972
## Arthur Jones -1.0237900562 0.639717775
## Jurrell Casey -0.1922927521 0.797221484
## Christian Covington 0.1352221969 0.283947435
## Tyeler Davison -0.5597753290 0.933529352
## Everson Griffen -0.1541437349 -0.210248993
## Bruce Gaston -0.6725977976 1.281992752
## Lynden Trail 1.8339809914 -0.559024901
## Derrick Shelby 0.0611602900 -0.059472139
## Danielle Hunter 1.2717957827 -1.116797887
## Josh Boyd -0.3220467593 0.762403116
## Denico Autry -0.5799065830 0.549326599
## Jaye Howard 0.1460764375 0.170872962
## B.J. Dubose -0.1970262294 0.296664948
## Cameron Heyward -1.0084657869 0.844298407
## Damion Square 0.2101347539 0.172462159
## Nick Williams -0.7346406937 0.092713702
## Justin Tuck 0.6047656494 -1.410636357
## Ricky Jean Francois -0.7774401252 0.606828577
## Darryl Tapp 1.1575821140 -1.390054143
## Darnell Dockett 0.0560602941 0.157037403
## Vaughn Martin -0.7940079982 0.291116631
## Xavier Proctor -0.2245109209 0.491992909
## Charles Johnson -0.3559613299 -0.540939056
## Frank Kearse 1.2007931739 -0.202130380
## Kendall Reyes -1.1517344275 0.148693092
## Cam Thomas -1.3466321868 0.789831034
## J.J. Watt -1.1334879583 1.222849736
## Demarcus Dobbs -0.5126958781 0.065524745
## Zach Kerr 1.5258081946 -0.046016959
## Derek Wolfe -1.2236007664 0.586871435
## Randy Starks -1.0231296161 0.347957561
## Carlos Dunlap 1.0906664209 -1.395118762
## Scott Crichton -0.4714123874 0.460228922
## Rob Ninkovich -1.3477472879 0.047340498
## K-means clustering with 5 clusters of sizes 37, 44, 18, 55, 43
##
## Cluster means:
## Speed Pass Rushing Power Pass Rushing Open Field
## 1 0.93415727 -0.4144117 -0.5197455
## 2 -0.02638404 0.4001531 -0.3737691
## 3 0.90703943 -1.2163356 0.3092962
## 4 -0.82584769 0.5611428 0.2647049
## 5 -0.10018624 -0.2614491 0.3616354
##
## Clustering vector:
## Lawrence Okoye Xavier Cooper Margus Hunt
## 5 3 5
## Ezekiel Ansah Josh Mauro Geneo Grissom
## 5 4 3
## David King Allen Bailey Xzavier Dickson
## 2 5 2
## Chris Long Malliciah Goodman Arik Armstead
## 2 2 2
## William Gholston Ethan Westbrooks Tony Jerod-Eddie
## 5 1 4
## Gerald Rivers Calais Campbell Darius Philon
## 3 5 3
## Ryan Russell Cliff Matthews William Hayes
## 1 3 4
## Vic Beasley Jr. Glenn Foster Jason Jones
## 1 1 2
## Trey Flowers Malik Jackson Tevita Finau
## 5 2 2
## Tyson Alualu Cameron Jordan Eugene Sims
## 4 4 1
## Cullen Jenkins Ropati Pitoitua Manny Lawson
## 4 4 1
## Jake Bequette Mike Catapano Khyri Thornton
## 5 3 1
## Taylor Hart Brent Urban Lavar Edwards
## 5 5 5
## Mario Edwards Jr. L.T. Walton Henry Anderson
## 5 4 2
## Jerry Hughes Cory Redding Mike DeVito
## 1 4 4
## Ben Gardner Ed Stinson Rakeem Nunez-Roches
## 2 4 5
## Adrian Clayborn Tyson Jackson Tenny Palepoi
## 2 4 4
## Jerel Worthy Justin Trattou Akiem Hicks
## 4 1 4
## Stansly Maponga Ryan Robinson Olivier Vernon
## 3 3 2
## Vinny Curry T.J. Fatinikun Wallace Gilberry
## 1 1 2
## Desmond Bryant Kerry Wynn Sheldon Richardson
## 4 5 4
## Obum Gwacham Jared Crick Dante Fowler Jr.
## 3 4 3
## Wes Horton Antonio Smith Greg Hardy
## 5 2 2
## Larry English Robert Quinn Cassius Marsh
## 1 5 5
## Mike Daniels Terrence Fede Datone Jones
## 2 1 1
## Shelby Harris Ego Ferguson Olsen Pierre
## 5 4 2
## C.J. Wilson Jason Hatcher Jeoffrey Pagan
## 4 2 4
## Billy Winn Jason Pierre-Paul Fletcher Cox
## 1 5 4
## Zach Moore Owamagbe Odighizuwa Cliff Avril
## 3 1 1
## Brandon Bair Brian Mihalik Kroy Biermann
## 5 2 5
## Kareem Martin Vance Walker John Hughes
## 1 4 2
## Frank Alexander Mike Martin Kevin Vickerson
## 1 2 2
## Alex Carrington Jarius Wynn Jacquies Smith
## 2 4 1
## Kelcy Quarles Phillip Hunt Michael Bennett
## 5 3 4
## Greg Scruggs Kendall Langford Will Clarke
## 2 4 5
## George Johnson Benson Mayowa Ricardo Mathews
## 1 3 2
## Martin Ifedi Timmy Jernigan Frank Clark
## 5 5 3
## Randy Gregory Dion Jordan DeMarcus Lawrence
## 3 3 5
## Jeremiah Ratliff Jarvis Jenkins T.J. Barnes
## 2 4 4
## Kapron Lewis-Moore Kevin Williams Casey Walker
## 4 4 5
## Frostee Rucker Ryan Davis Chris Smith
## 4 1 1
## Leonard Williams Stephon Tuitt Muhammad Wilkerson
## 5 2 4
## Stephen Paea Travian Robertson Jeremy Mincey
## 4 2 2
## DaQuan Jones Corey Liuget Clifton Geathers
## 4 4 4
## Mario Addison Max Valles Robert Ayers
## 1 5 5
## Karl Klug Chris Canty DeAngelo Tyson
## 2 4 4
## Larry Webster Devin Taylor Damontre Moore
## 3 1 5
## Tank Carradine Matt Conrath Chandler Jones
## 5 5 5
## Steven Means Caesar Rayford Kony Ealy
## 1 2 1
## Brandon Dunn Rodney Gunter Kedric Golston
## 5 5 4
## Stephen Bowen Chris Clemons Michael Johnson
## 4 1 1
## Lawrence Sidbury Jr. Brian Robison Jack Crawford
## 1 1 2
## Lawrence Guy Cedric Thornton Mario Williams
## 4 4 5
## George Selvie Cameron Wake Andre Branch
## 1 5 5
## Kaleb Ramsey Arthur Jones Jurrell Casey
## 2 4 4
## Christian Covington Tyeler Davison Everson Griffen
## 1 4 2
## Bruce Gaston Lynden Trail Derrick Shelby
## 2 1 5
## Danielle Hunter Josh Boyd Denico Autry
## 3 4 5
## Jaye Howard B.J. Dubose Cameron Heyward
## 2 2 4
## Damion Square Nick Williams Justin Tuck
## 2 2 1
## Ricky Jean Francois Darryl Tapp Darnell Dockett
## 4 1 2
## Vaughn Martin Xavier Proctor Charles Johnson
## 4 4 2
## Frank Kearse Kendall Reyes Cam Thomas
## 2 4 4
## J.J. Watt Demarcus Dobbs Zach Kerr
## 4 2 5
## Derek Wolfe Randy Starks Carlos Dunlap
## 4 2 1
## Scott Crichton Rob Ninkovich
## 5 4
##
## Within cluster sum of squares by cluster:
## [1] 9.449496 10.463551 4.940646 14.248035 9.167314
## (between_SS / total_SS = 78.2 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 36, 30, 22, 44, 65
##
## Cluster means:
## Speed Awareness Open Field Finesse Pass Rushing
## 1 0.91507292 -0.58678657 -0.58678657 -0.06407055
## 2 -0.03960658 0.11056616 0.11056616 1.06084869
## 3 1.23681909 -0.92465182 -0.92465182 1.38564560
## 4 -1.02164791 0.74172168 0.74172168 -0.90181497
## 5 -0.21556830 0.08482951 0.08482951 -0.31266562
## Power Pass Rushing
## 1 0.3225708
## 2 -1.2423744
## 3 -0.7731610
## 4 0.4400195
## 5 0.3585749
##
## Clustering vector:
## Lawrence Okoye Xavier Cooper Margus Hunt
## 1 3 1
## Ezekiel Ansah Josh Mauro Geneo Grissom
## 1 5 1
## David King Allen Bailey Xzavier Dickson
## 1 5 5
## Chris Long Malliciah Goodman Arik Armstead
## 5 5 1
## William Gholston Ethan Westbrooks Tony Jerod-Eddie
## 5 3 4
## Gerald Rivers Calais Campbell Darius Philon
## 3 2 3
## Ryan Russell Cliff Matthews William Hayes
## 1 3 4
## Vic Beasley Jr. Glenn Foster Jason Jones
## 3 1 5
## Trey Flowers Malik Jackson Tevita Finau
## 1 5 5
## Tyson Alualu Cameron Jordan Eugene Sims
## 4 4 2
## Cullen Jenkins Ropati Pitoitua Manny Lawson
## 4 4 2
## Jake Bequette Mike Catapano Khyri Thornton
## 5 3 2
## Taylor Hart Brent Urban Lavar Edwards
## 1 1 1
## Mario Edwards Jr. L.T. Walton Henry Anderson
## 1 5 5
## Jerry Hughes Cory Redding Mike DeVito
## 2 4 4
## Ben Gardner Ed Stinson Rakeem Nunez-Roches
## 1 5 5
## Adrian Clayborn Tyson Jackson Tenny Palepoi
## 5 4 5
## Jerel Worthy Justin Trattou Akiem Hicks
## 5 1 4
## Stansly Maponga Ryan Robinson Olivier Vernon
## 2 3 5
## Vinny Curry T.J. Fatinikun Wallace Gilberry
## 3 3 5
## Desmond Bryant Kerry Wynn Sheldon Richardson
## 4 1 5
## Obum Gwacham Jared Crick Dante Fowler Jr.
## 3 4 3
## Wes Horton Antonio Smith Greg Hardy
## 5 4 5
## Larry English Robert Quinn Cassius Marsh
## 2 5 1
## Mike Daniels Terrence Fede Datone Jones
## 2 3 2
## Shelby Harris Ego Ferguson Olsen Pierre
## 1 5 5
## C.J. Wilson Jason Hatcher Jeoffrey Pagan
## 4 2 5
## Billy Winn Jason Pierre-Paul Fletcher Cox
## 2 2 5
## Zach Moore Owamagbe Odighizuwa Cliff Avril
## 3 1 2
## Brandon Bair Brian Mihalik Kroy Biermann
## 5 1 2
## Kareem Martin Vance Walker John Hughes
## 1 4 5
## Frank Alexander Mike Martin Kevin Vickerson
## 2 5 4
## Alex Carrington Jarius Wynn Jacquies Smith
## 5 5 2
## Kelcy Quarles Phillip Hunt Michael Bennett
## 1 2 4
## Greg Scruggs Kendall Langford Will Clarke
## 5 4 1
## George Johnson Benson Mayowa Ricardo Mathews
## 2 3 5
## Martin Ifedi Timmy Jernigan Frank Clark
## 1 5 3
## Randy Gregory Dion Jordan DeMarcus Lawrence
## 3 3 1
## Jeremiah Ratliff Jarvis Jenkins T.J. Barnes
## 4 4 4
## Kapron Lewis-Moore Kevin Williams Casey Walker
## 5 4 5
## Frostee Rucker Ryan Davis Chris Smith
## 4 2 1
## Leonard Williams Stephon Tuitt Muhammad Wilkerson
## 5 5 4
## Stephen Paea Travian Robertson Jeremy Mincey
## 4 5 4
## DaQuan Jones Corey Liuget Clifton Geathers
## 4 4 5
## Mario Addison Max Valles Robert Ayers
## 2 1 5
## Karl Klug Chris Canty DeAngelo Tyson
## 5 4 4
## Larry Webster Devin Taylor Damontre Moore
## 3 1 2
## Tank Carradine Matt Conrath Chandler Jones
## 1 5 5
## Steven Means Caesar Rayford Kony Ealy
## 1 1 1
## Brandon Dunn Rodney Gunter Kedric Golston
## 5 1 4
## Stephen Bowen Chris Clemons Michael Johnson
## 4 2 2
## Lawrence Sidbury Jr. Brian Robison Jack Crawford
## 3 2 5
## Lawrence Guy Cedric Thornton Mario Williams
## 5 4 5
## George Selvie Cameron Wake Andre Branch
## 2 5 1
## Kaleb Ramsey Arthur Jones Jurrell Casey
## 5 4 4
## Christian Covington Tyeler Davison Everson Griffen
## 1 5 5
## Bruce Gaston Lynden Trail Derrick Shelby
## 5 3 5
## Danielle Hunter Josh Boyd Denico Autry
## 3 5 5
## Jaye Howard B.J. Dubose Cameron Heyward
## 5 5 4
## Damion Square Nick Williams Justin Tuck
## 5 5 2
## Ricky Jean Francois Darryl Tapp Darnell Dockett
## 4 2 4
## Vaughn Martin Xavier Proctor Charles Johnson
## 4 5 5
## Frank Kearse Kendall Reyes Cam Thomas
## 2 5 4
## J.J. Watt Demarcus Dobbs Zach Kerr
## 4 5 2
## Derek Wolfe Randy Starks Carlos Dunlap
## 4 4 2
## Scott Crichton Rob Ninkovich
## 1 4
##
## Within cluster sum of squares by cluster:
## [1] 28.64121 28.51805 16.49651 35.85094 43.41600
## (between_SS / total_SS = 73.5 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
##
## Call:
## lm(formula = DEClusterReducedReg[, 1] ~ DEClusterReducedReg[,
## 2] + DEClusterReducedReg[, 3] + DEClusterReducedReg[, 4],
## data = DEClusterReducedReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.28718 -0.08235 0.00080 0.07988 0.18697
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.405e-16 6.829e-03 0.000 1
## DEClusterReducedReg[, 2] 6.629e-01 9.235e-03 71.780 <2e-16 ***
## DEClusterReducedReg[, 3] 1.268e+00 1.130e-02 112.136 <2e-16 ***
## DEClusterReducedReg[, 4] 9.602e-02 9.816e-03 9.782 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09584 on 193 degrees of freedom
## Multiple R-squared: 0.991, Adjusted R-squared: 0.9909
## F-statistic: 7084 on 3 and 193 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = DEClusterFullReg[, 1] ~ DEClusterFullReg[, 2] +
## DEClusterFullReg[, 3] + DEClusterFullReg[, 4] + DEClusterFullReg[,
## 5] + DEClusterFullReg[, 6], data = DEClusterFullReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.292422 -0.084918 0.000472 0.079108 0.186774
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.081e-16 6.862e-03 0.00 1
## DEClusterFullReg[, 2] 3.009e-01 1.003e-02 30.00 <2e-16 ***
## DEClusterFullReg[, 3] 6.549e-01 8.531e-03 76.77 <2e-16 ***
## DEClusterFullReg[, 4] 1.006e-01 1.108e-02 9.08 <2e-16 ***
## DEClusterFullReg[, 5] 3.614e-01 9.402e-03 38.44 <2e-16 ***
## DEClusterFullReg[, 6] 6.107e-01 1.304e-02 46.83 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09632 on 191 degrees of freedom
## Multiple R-squared: 0.991, Adjusted R-squared: 0.9908
## F-statistic: 4209 on 5 and 191 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = DEClusterReducedReg[, 1] ~ DEClusterReducedReg[,
## 2] + DEClusterReducedReg[, 3] + DEClusterReducedReg[, 4],
## data = DEClusterReducedReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.28718 -0.08235 0.00080 0.07988 0.18697
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -4.405e-16 6.829e-03 0.000 1
## DEClusterReducedReg[, 2] 6.629e-01 9.235e-03 71.780 <2e-16 ***
## DEClusterReducedReg[, 3] 1.268e+00 1.130e-02 112.136 <2e-16 ***
## DEClusterReducedReg[, 4] 9.602e-02 9.816e-03 9.782 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09584 on 193 degrees of freedom
## Multiple R-squared: 0.991, Adjusted R-squared: 0.9909
## F-statistic: 7084 on 3 and 193 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = DEClusterFullReg[, 1] ~ DEClusterFullReg[, 2] +
## DEClusterFullReg[, 3] + DEClusterFullReg[, 4] + DEClusterFullReg[,
## 5] + DEClusterFullReg[, 6], data = DEClusterFullReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.292422 -0.084918 0.000472 0.079108 0.186774
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.081e-16 6.862e-03 0.00 1
## DEClusterFullReg[, 2] 3.009e-01 1.003e-02 30.00 <2e-16 ***
## DEClusterFullReg[, 3] 6.549e-01 8.531e-03 76.77 <2e-16 ***
## DEClusterFullReg[, 4] 1.006e-01 1.108e-02 9.08 <2e-16 ***
## DEClusterFullReg[, 5] 3.614e-01 9.402e-03 38.44 <2e-16 ***
## DEClusterFullReg[, 6] 6.107e-01 1.304e-02 46.83 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.09632 on 191 degrees of freedom
## Multiple R-squared: 0.991, Adjusted R-squared: 0.9908
## F-statistic: 4209 on 5 and 191 DF, p-value: < 2.2e-16
## Speed Awareness Open Field Finesse Pass Rushing
## 1 0.91507292 -0.58678657 -0.58678657 -0.06407055
## 2 -0.03960658 0.11056616 0.11056616 1.06084869
## 3 1.23681909 -0.92465182 -0.92465182 1.38564560
## 4 -1.02164791 0.74172168 0.74172168 -0.90181497
## 5 -0.21556830 0.08482951 0.08482951 -0.31266562
## Power Pass Rushing
## 1 0.3225708
## 2 -1.2423744
## 3 -0.7731610
## 4 0.4400195
## 5 0.3585749
## Speed Pass Rushing Power Pass Rushing Open Field
## 1 0.93415727 -0.4144117 -0.5197455
## 2 -0.02638404 0.4001531 -0.3737691
## 3 0.90703943 -1.2163356 0.3092962
## 4 -0.82584769 0.5611428 0.2647049
## 5 -0.10018624 -0.2614491 0.3616354
## Speed Awareness Open Field Finesse Pass Rushing
## 1 0.91507292 -0.58678657 -0.58678657 -0.06407055
## 2 -0.03960658 0.11056616 0.11056616 1.06084869
## 3 1.23681909 -0.92465182 -0.92465182 1.38564560
## 4 -1.02164791 0.74172168 0.74172168 -0.90181497
## 5 -0.21556830 0.08482951 0.08482951 -0.31266562
## Power Pass Rushing
## 1 0.3225708
## 2 -1.2423744
## 3 -0.7731610
## 4 0.4400195
## 5 0.3585749
## Power Speed Hybrid Finesse Rusher Speed Rusher
## Lawrence Okoye 15.51830 10.30482 14.12927
## Xavier Cooper 38.04996 40.03220 42.17744
## Margus Hunt 53.85428 48.78612 54.75933
## Ezekiel Ansah 82.14595 80.86255 82.38995
## Josh Mauro 20.44134 18.90657 16.40620
## Geneo Grissom 40.36828 34.64149 42.81198
## David King 38.50057 29.62997 35.86522
## Allen Bailey 65.64883 65.18503 63.08315
## Xzavier Dickson 36.31567 30.68949 34.15112
## Chris Long 67.45340 64.88967 65.27125
## Malliciah Goodman 39.68763 36.33743 38.62355
## Arik Armstead 45.81439 38.18520 44.18190
## William Gholston 48.47481 48.17507 45.89440
## Ethan Westbrooks 31.52066 35.55734 41.42652
## Tony Jerod-Eddie 45.38950 46.48031 41.93204
## Gerald Rivers 35.66320 37.51260 45.74493
## Calais Campbell 84.89270 89.26129 85.96321
## Darius Philon 36.72856 40.91692 46.05838
## Ryan Russell 36.10062 30.37499 38.16989
## Cliff Matthews 47.86721 53.36038 55.66615
## William Hayes 69.75494 66.10103 61.48707
## Vic Beasley Jr. 64.16340 63.82192 73.58692
## Glenn Foster 52.97258 49.85641 54.31630
## Jason Jones 60.69596 59.99464 59.88023
## Trey Flowers 47.32529 37.70047 40.09445
## Malik Jackson 67.70213 66.04803 64.30427
## Tevita Finau 29.59136 29.55350 28.43702
## Tyson Alualu 48.97342 46.88335 40.49061
## Cameron Jordan 74.46181 71.38180 68.91235
## Eugene Sims 54.38262 60.06929 64.03495
## Cullen Jenkins 47.64896 51.89793 43.09707
## Ropati Pitoitua 43.49221 44.92518 36.00437
## Manny Lawson 59.35402 66.92643 69.40637
## Jake Bequette 54.13114 53.29763 52.69101
## Mike Catapano 47.25842 49.54352 54.61810
## Khyri Thornton 35.42509 40.78082 44.39323
## Taylor Hart 45.88743 40.06620 43.93917
## Brent Urban 39.27833 35.74945 38.30601
## Lavar Edwards 45.37372 43.49188 43.11498
## Mario Edwards Jr. 47.24968 41.48534 45.48176
## L.T. Walton 21.77948 18.30012 17.13797
## Henry Anderson 41.49705 35.14093 36.06020
## Jerry Hughes 75.78795 83.29526 83.41275
## Cory Redding 56.16732 56.25869 50.19511
## Mike DeVito 68.47503 67.09911 58.15788
## Ben Gardner 38.11983 32.86835 36.28366
## Ed Stinson 31.17080 29.33450 27.47381
## Rakeem Nunez-Roches 30.86716 29.73310 28.20193
## Adrian Clayborn 60.83966 57.58342 58.94170
## Tyson Jackson 48.10051 46.51745 39.40839
## Tenny Palepoi 38.14158 35.86715 32.55918
## Jerel Worthy 35.55603 33.04835 31.03601
## Justin Trattou 37.30944 33.90191 40.45576
## Akiem Hicks 59.15112 62.11578 54.95099
## Stansly Maponga 51.03990 58.67382 60.08986
## Ryan Robinson 33.45059 38.03964 42.76784
## Olivier Vernon 70.34697 68.81241 69.70867
## Vinny Curry 66.15782 69.04888 74.08283
## T.J. Fatinikun 47.32505 49.93583 56.89273
## Wallace Gilberry 49.57545 52.10871 51.17882
## Desmond Bryant 56.04798 56.24503 49.96209
## Kerry Wynn 34.97056 31.67834 33.69433
## Sheldon Richardson 82.69641 82.90886 77.98888
## Obum Gwacham 29.49888 32.05191 41.55196
## Jared Crick 51.28415 51.16001 44.14701
## Dante Fowler Jr. 71.03688 70.89086 76.60531
## Wes Horton 52.07743 52.73806 53.07133
## Antonio Smith 47.46224 53.61159 46.94561
## Greg Hardy 77.72722 76.20265 75.52892
## Larry English 48.50906 56.01531 59.24490
## Robert Quinn 86.93208 86.83892 85.94451
## Cassius Marsh 40.62768 40.58854 44.07350
## Mike Daniels 79.11461 83.23847 82.66368
## Terrence Fede 53.05095 55.54497 61.63974
## Datone Jones 51.75057 57.41353 60.03064
## Shelby Harris 36.86949 32.26724 36.36237
## Ego Ferguson 37.26132 35.65215 33.04228
## Olsen Pierre 20.96821 15.62359 17.32239
## C.J. Wilson 48.34259 43.28958 39.43035
## Jason Hatcher 71.96311 79.28750 77.29055
## Jeoffrey Pagan 27.51316 27.35840 24.76813
## Billy Winn 53.24469 59.51892 60.03171
## Jason Pierre-Paul 81.66360 86.96820 84.01447
## Fletcher Cox 82.72292 81.45712 79.50434
## Zach Moore 50.52213 51.56454 58.23764
## Owamagbe Odighizuwa 48.98526 38.24723 52.72231
## Cliff Avril 78.85981 85.17931 86.23837
## Brandon Bair 40.40427 42.60099 41.34721
## Brian Mihalik 22.39581 16.76996 19.87403
## Kroy Biermann 59.55130 66.81593 65.39382
## Kareem Martin 54.64763 49.06985 56.90505
## Vance Walker 42.70933 46.45010 39.26324
## John Hughes 53.12757 61.74445 55.29511
## Frank Alexander 37.63606 41.57359 48.77394
## Mike Martin 47.81727 47.14897 48.79914
## Kevin Vickerson 37.38683 37.95626 33.19020
## Alex Carrington 41.94735 39.13632 42.16705
## Jarius Wynn 50.48882 52.81686 48.11805
## Jacquies Smith 52.66602 59.02013 64.47669
## Kelcy Quarles 30.72046 30.19226 29.03521
## Phillip Hunt 48.56566 57.94829 58.60888
## Michael Bennett 83.81117 81.81992 79.68439
## Greg Scruggs 33.82127 31.70909 33.82475
## Kendall Langford 54.41953 54.06622 48.33555
## Will Clarke 47.20789 44.02029 46.91149
## George Johnson 52.31211 60.85764 61.99009
## Benson Mayowa 48.03180 54.81672 58.00269
## Ricardo Mathews 47.60098 48.03958 46.91256
## Martin Ifedi 30.97638 24.86838 28.80993
## Timmy Jernigan 58.41051 56.69672 55.75304
## Frank Clark 44.92646 39.49415 48.41028
## Randy Gregory 61.00297 63.65854 70.44822
## Dion Jordan 62.95076 66.80403 73.00239
## DeMarcus Lawrence 64.81728 64.68916 66.88759
## Jeremiah Ratliff 62.79795 65.96011 61.02860
## Jarvis Jenkins 36.01321 34.44396 29.62079
## T.J. Barnes 18.63524 17.02600 12.99585
## Kapron Lewis-Moore 28.73670 23.34824 23.04227
## Kevin Williams 38.70705 40.58619 32.30711
## Casey Walker 21.52618 21.47812 19.70558
## Frostee Rucker 60.30093 61.16467 54.64324
## Ryan Davis 57.46430 64.45791 66.70697
## Chris Smith 50.22317 45.72427 53.09285
## Leonard Williams 61.66672 57.49117 58.17735
## Stephon Tuitt 44.09869 40.49350 38.85434
## Muhammad Wilkerson 84.02372 82.45803 77.99503
## Stephen Paea 56.29453 56.84179 50.45634
## Travian Robertson 20.63229 16.78167 17.86731
## Jeremy Mincey 62.47191 62.77982 60.72936
## DaQuan Jones 30.39959 28.89785 23.95491
## Corey Liuget 66.15261 64.29183 57.63925
## Clifton Geathers 39.96157 36.96943 32.98444
## Mario Addison 56.62239 63.02733 65.81054
## Max Valles 31.70978 26.44186 29.98107
## Robert Ayers 65.80676 67.21349 65.03990
## Karl Klug 51.29569 50.30023 52.37509
## Chris Canty 56.38653 61.10096 51.66709
## DeAngelo Tyson 30.95488 29.69875 25.80186
## Larry Webster 50.75667 53.31645 62.53601
## Devin Taylor 47.53693 46.10970 49.57663
## Damontre Moore 55.71277 59.50859 59.25582
## Tank Carradine 62.05024 53.82048 61.75664
## Matt Conrath 30.23293 30.85852 28.29852
## Chandler Jones 78.79341 76.00853 75.98460
## Steven Means 46.86647 40.23605 48.98634
## Caesar Rayford 37.74862 34.68203 39.36671
## Kony Ealy 52.37699 50.38380 54.66907
## Brandon Dunn 22.43554 23.20917 21.84203
## Rodney Gunter 23.05153 19.16557 20.01761
## Kedric Golston 38.53724 39.23031 34.99823
## Stephen Bowen 42.89484 43.58261 38.71300
## Chris Clemons 53.17688 67.37612 63.33459
## Michael Johnson 68.61298 73.13845 76.06768
## Lawrence Sidbury Jr. 54.44508 59.29229 65.87216
## Brian Robison 63.86504 71.33773 72.26415
## Jack Crawford 45.55914 42.14488 43.71124
## Lawrence Guy 44.67106 43.50399 38.75220
## Cedric Thornton 55.25137 56.99158 47.02150
## Mario Williams 79.20282 81.07773 78.70759
## George Selvie 49.68313 56.94133 58.63426
## Cameron Wake 83.38776 85.98705 82.76996
## Andre Branch 55.19794 55.25208 57.15475
## Kaleb Ramsey 24.91251 21.51887 21.73149
## Arthur Jones 45.31338 44.60874 37.79850
## Jurrell Casey 80.67704 82.25172 76.76673
## Christian Covington 29.17184 24.35161 30.36316
## Tyeler Davison 26.79162 22.80630 22.59794
## Everson Griffen 79.90581 79.75410 80.12013
## Bruce Gaston 25.34410 19.78670 20.34233
## Lynden Trail 27.34770 26.97797 37.83491
## Derrick Shelby 51.53970 52.18530 51.88583
## Danielle Hunter 47.37628 49.86528 57.61451
## Josh Boyd 49.04667 47.23421 44.65243
## Denico Autry 29.64466 26.74239 26.09851
## Jaye Howard 60.57565 58.84073 61.10565
## B.J. Dubose 27.54540 25.03008 26.48657
## Cameron Heyward 72.52634 70.87405 65.34942
## Damion Square 34.10538 34.88774 34.07524
## Nick Williams 46.53009 42.91475 43.75993
## Justin Tuck 68.57765 75.35097 74.33823
## Ricky Jean Francois 47.53269 49.44666 40.41394
## Darryl Tapp 46.42960 56.40009 55.06995
## Darnell Dockett 61.50187 64.52103 60.12305
## Vaughn Martin 38.79319 37.27680 34.42895
## Xavier Proctor 24.23921 24.34304 21.67244
## Charles Johnson 75.98753 78.33544 75.77675
## Frank Kearse 31.34447 39.19848 34.99727
## Kendall Reyes 49.54376 46.37815 44.32472
## Cam Thomas 33.52240 30.30600 25.83135
## J.J. Watt 91.59386 90.58588 86.85474
## Demarcus Dobbs 43.01904 41.55926 40.79463
## Zach Kerr 40.56410 46.18971 46.21882
## Derek Wolfe 61.05227 57.74774 53.68941
## Randy Starks 44.80867 44.87236 38.54086
## Carlos Dunlap 76.26972 81.76743 82.75791
## Scott Crichton 52.28906 47.60477 49.37540
## Rob Ninkovich 68.37899 68.95719 61.91106
## Power Rusher Balanced DE
## Lawrence Okoye 10.60681 12.27767
## Xavier Cooper 33.70129 35.73456
## Margus Hunt 45.43925 48.83935
## Ezekiel Ansah 79.83424 80.70782
## Josh Mauro 26.04405 23.20313
## Geneo Grissom 29.21785 33.93071
## David King 30.84934 33.53154
## Allen Bailey 69.02601 67.24479
## Xzavier Dickson 32.08515 33.32465
## Chris Long 67.45537 67.00980
## Malliciah Goodman 36.80304 37.69700
## Arik Armstead 39.20514 42.33557
## William Gholston 52.36971 50.45496
## Ethan Westbrooks 22.02962 26.83197
## Tony Jerod-Eddie 52.97576 49.69036
## Gerald Rivers 22.73910 28.45815
## Calais Campbell 89.09085 87.61935
## Darius Philon 27.43920 31.97219
## Ryan Russell 25.22099 29.38184
## Cliff Matthews 42.15291 45.38862
## William Hayes 77.39287 73.39024
## Vic Beasley Jr. 45.92273 54.56334
## Glenn Foster 46.64616 49.43054
## Jason Jones 61.05488 60.75784
## Trey Flowers 46.58200 46.05309
## Malik Jackson 71.39411 69.82757
## Tevita Finau 31.91363 31.12091
## Tyson Alualu 59.99630 54.22192
## Cameron Jordan 78.95094 76.49601
## Eugene Sims 45.16112 49.85872
## Cullen Jenkins 60.88631 55.07254
## Ropati Pitoitua 58.83881 52.12918
## Manny Lawson 51.09955 55.03360
## Jake Bequette 55.10528 54.29141
## Mike Catapano 38.06148 42.54221
## Khyri Thornton 28.50666 32.46282
## Taylor Hart 41.37930 42.98134
## Brent Urban 36.37407 37.57414
## Lavar Edwards 46.10798 45.11723
## Mario Edwards Jr. 42.99317 44.87766
## L.T. Walton 25.69120 23.65592
## Henry Anderson 42.39049 41.57361
## Jerry Hughes 72.19561 74.44441
## Cory Redding 65.95172 61.42210
## Mike DeVito 81.15675 75.24943
## Ben Gardner 34.21579 35.63463
## Ed Stinson 35.57827 33.61103
## Rakeem Nunez-Roches 34.13661 32.59508
## Adrian Clayborn 59.69344 59.92540
## Tyson Jackson 60.31090 54.12111
## Tenny Palepoi 44.85430 41.42929
## Jerel Worthy 40.03191 37.63928
## Justin Trattou 27.92319 31.88055
## Akiem Hicks 69.91177 65.46788
## Stansly Maponga 45.73652 48.79939
## Ryan Robinson 24.64239 28.75171
## Olivier Vernon 69.37457 69.68673
## Vinny Curry 55.59727 61.04171
## T.J. Fatinikun 34.80236 40.64725
## Wallace Gilberry 50.09902 49.95159
## Desmond Bryant 66.05586 61.35622
## Kerry Wynn 32.84291 33.66988
## Sheldon Richardson 89.30614 86.52080
## Obum Gwacham 15.95713 21.80231
## Jared Crick 62.66885 57.12708
## Dante Fowler Jr. 60.09639 65.27855
## Wes Horton 51.08209 51.44388
## Antonio Smith 56.54144 52.85090
## Greg Hardy 79.45133 78.64181
## Larry English 40.08613 44.41652
## Robert Quinn 88.25285 87.53116
## Cassius Marsh 34.69750 37.24156
## Mike Daniels 78.80229 79.45939
## Terrence Fede 41.79464 47.37326
## Datone Jones 45.02158 48.51799
## Shelby Harris 31.83735 33.97533
## Ego Ferguson 42.61460 40.05103
## Olsen Pierre 20.02474 20.21357
## C.J. Wilson 56.52237 52.02436
## Jason Hatcher 73.35117 73.66076
## Jeoffrey Pagan 32.67377 30.53623
## Billy Winn 50.06789 52.09331
## Jason Pierre-Paul 84.80732 83.55709
## Fletcher Cox 86.00660 84.43167
## Zach Moore 39.17453 44.74874
## Owamagbe Odighizuwa 29.54372 37.75570
## Cliff Avril 73.29960 76.28862
## Brandon Bair 41.61761 41.14303
## Brian Mihalik 18.72304 19.80411
## Kroy Biermann 58.96903 59.50862
## Kareem Martin 43.31421 48.07809
## Vance Walker 54.07850 49.39204
## John Hughes 61.69366 59.03336
## Frank Alexander 25.76731 31.66192
## Mike Martin 45.25212 46.37768
## Kevin Vickerson 45.89875 42.15641
## Alex Carrington 38.03288 39.76869
## Jarius Wynn 57.49549 54.37329
## Jacquies Smith 40.62764 46.63475
## Kelcy Quarles 32.87927 31.77075
## Phillip Hunt 43.85156 46.67525
## Michael Bennett 87.48965 85.75243
## Greg Scruggs 31.02404 32.15226
## Kendall Langford 63.74565 59.22744
## Will Clarke 43.22645 44.61723
## George Johnson 47.13746 50.24197
## Benson Mayowa 39.79829 43.82337
## Ricardo Mathews 49.46793 48.72676
## Martin Ifedi 26.23808 27.82164
## Timmy Jernigan 60.87792 59.82565
## Frank Clark 32.18016 37.48778
## Randy Gregory 47.30806 53.88906
## Dion Jordan 49.43224 56.01024
## DeMarcus Lawrence 60.81676 62.51298
## Jeremiah Ratliff 69.92125 67.04097
## Jarvis Jenkins 45.39937 40.76948
## T.J. Barnes 28.54641 23.68974
## Kapron Lewis-Moore 32.11411 30.59744
## Kevin Williams 52.45687 45.86811
## Casey Walker 25.01075 23.54954
## Frostee Rucker 70.19834 65.60212
## Ryan Davis 50.68793 54.42014
## Chris Smith 39.52497 44.14355
## Leonard Williams 62.43673 62.08247
## Stephon Tuitt 48.47036 46.27678
## Muhammad Wilkerson 90.29261 87.66042
## Stephen Paea 67.01527 62.61776
## Travian Robertson 20.51327 20.60048
## Jeremy Mincey 65.82958 64.35606
## DaQuan Jones 40.97725 36.15837
## Corey Liuget 76.57503 71.68396
## Clifton Geathers 48.12748 43.91743
## Mario Addison 49.12647 53.11614
## Max Valles 27.04341 28.35539
## Robert Ayers 68.66702 67.23689
## Karl Klug 48.33243 49.79345
## Chris Canty 70.12608 64.43543
## DeAngelo Tyson 38.52365 34.65697
## Larry Webster 33.96490 41.54909
## Devin Taylor 41.89911 44.13228
## Damontre Moore 54.66586 55.39310
## Tank Carradine 52.03337 56.47374
## Matt Conrath 34.52809 32.56138
## Chandler Jones 79.83346 79.16934
## Steven Means 34.99274 40.14321
## Caesar Rayford 31.27780 34.13957
## Kony Ealy 45.75384 48.61426
## Brandon Dunn 24.88997 24.09259
## Rodney Gunter 22.92470 22.62955
## Kedric Golston 45.65718 42.32865
## Stephen Bowen 50.81958 46.95578
## Chris Clemons 54.83793 54.96047
## Michael Johnson 60.76199 64.63426
## Lawrence Sidbury Jr. 40.72042 47.26156
## Brian Robison 58.65606 61.32152
## Jack Crawford 43.94103 44.25864
## Lawrence Guy 53.27157 49.09692
## Cedric Thornton 70.71770 64.03147
## Mario Williams 82.22148 80.81111
## George Selvie 44.09884 47.26520
## Cameron Wake 87.46368 85.68986
## Andre Branch 51.44132 52.80002
## Kaleb Ramsey 26.43784 25.94039
## Arthur Jones 57.22324 51.50449
## Jurrell Casey 88.11549 85.20131
## Christian Covington 21.35625 24.66799
## Tyeler Davison 28.92357 27.73932
## Everson Griffen 79.26613 79.49681
## Bruce Gaston 26.83627 25.96736
## Lynden Trail 13.55468 19.52363
## Derrick Shelby 51.78934 51.70616
## Danielle Hunter 33.19308 39.36682
## Josh Boyd 54.45266 52.08187
## Denico Autry 31.87896 30.55063
## Jaye Howard 57.53529 58.97317
## B.J. Dubose 26.01745 26.57354
## Cameron Heyward 81.03120 77.16599
## Damion Square 35.40075 35.02384
## Nick Williams 46.12508 45.78690
## Justin Tuck 67.69553 68.53912
## Ricky Jean Francois 62.10993 55.54812
## Darryl Tapp 44.91791 46.29986
## Darnell Dockett 68.03497 65.55550
## Vaughn Martin 44.33936 41.56013
## Xavier Proctor 29.25507 26.99474
## Charles Johnson 79.19487 77.73302
## Frank Kearse 35.97480 34.89116
## Kendall Reyes 53.79217 51.22074
## Cam Thomas 43.42361 38.48939
## J.J. Watt 95.85825 94.10976
## Demarcus Dobbs 44.77940 43.76472
## Zach Kerr 39.09115 40.71194
## Derek Wolfe 68.49178 64.69754
## Randy Starks 56.04842 51.07986
## Carlos Dunlap 71.79407 74.32807
## Scott Crichton 50.77285 50.91810
## Rob Ninkovich 78.40095 73.71101
## Speed Pass Rushing Power Pass Rushing Open Field
## 1 0.93415727 -0.4144117 -0.5197455
## 2 -0.02638404 0.4001531 -0.3737691
## 3 0.90703943 -1.2163356 0.3092962
## 4 -0.82584769 0.5611428 0.2647049
## 5 -0.10018624 -0.2614491 0.3616354
## Speed Rusher Power Rusher Open Field End Power Hitter
## Lawrence Okoye 12.94926 11.49225 14.38593 11.41854
## Xavier Cooper 41.97009 36.56059 49.44797 37.91088
## Margus Hunt 52.10880 48.34781 53.73526 46.86290
## Ezekiel Ansah 82.16424 80.81144 83.89396 81.17041
## Josh Mauro 19.19024 22.55186 20.71221 26.36810
## Geneo Grissom 39.69840 33.47266 44.32048 32.30477
## David King 32.12880 31.71587 28.16631 28.59628
## Allen Bailey 65.24359 67.19117 66.82787 69.62822
## Xzavier Dickson 31.91799 32.11173 29.26161 30.32944
## Chris Long 64.44232 66.43482 60.66902 65.21924
## Malliciah Goodman 37.29238 36.96210 36.37349 36.07496
## Arik Armstead 41.36823 40.72601 37.98560 37.86474
## William Gholston 49.20584 50.74842 53.30506 54.76026
## Ethan Westbrooks 35.32790 27.38611 35.05322 22.21404
## Tony Jerod-Eddie 44.65783 49.45227 42.58574 51.34409
## Gerald Rivers 38.70401 29.08888 40.00670 23.80375
## Calais Campbell 87.87565 88.38046 89.51585 89.85659
## Darius Philon 42.87400 33.22342 50.46695 31.69536
## Ryan Russell 34.04214 29.10322 35.10781 26.50677
## Cliff Matthews 53.03434 46.61432 55.89253 44.15504
## William Hayes 67.03391 72.95763 69.45549 78.24658
## Vic Beasley Jr. 65.08299 54.70400 62.50267 45.18070
## Glenn Foster 51.79594 49.05460 51.48279 46.89906
## Jason Jones 59.50392 60.32186 58.01579 59.84238
## Trey Flowers 41.57007 44.22196 43.05744 47.18950
## Malik Jackson 66.15895 69.32171 65.04140 70.72886
## Tevita Finau 28.23084 30.32772 25.02101 29.39294
## Tyson Alualu 46.21999 53.74035 47.47312 59.85582
## Cameron Jordan 71.57415 75.86059 71.06893 78.34926
## Eugene Sims 58.36252 51.09819 56.43484 44.54375
## Cullen Jenkins 47.99104 55.23684 46.04527 58.90384
## Ropati Pitoitua 42.62736 52.05278 41.14015 57.60061
## Manny Lawson 64.01347 56.60262 62.92644 50.38879
## Jake Bequette 54.52183 54.61979 58.22468 57.34173
## Mike Catapano 50.79701 43.15456 54.21541 40.25487
## Khyri Thornton 39.23294 33.01999 37.35574 27.70151
## Taylor Hart 42.52146 41.81808 42.41873 41.25039
## Brent Urban 38.80700 37.59616 41.85176 38.88812
## Lavar Edwards 44.72162 44.96859 48.60667 47.92159
## Mario Edwards Jr. 44.86316 44.04985 45.67899 44.05807
## L.T. Walton 19.35335 22.69760 19.88378 25.68064
## Henry Anderson 36.34900 40.16826 32.77452 40.21735
## Jerry Hughes 81.09357 75.99181 81.99354 72.79148
## Cory Redding 53.56743 60.82431 49.46676 62.99750
## Mike DeVito 66.16055 75.12675 67.44140 81.28095
## Ben Gardner 34.91845 34.71202 33.78732 33.75926
## Ed Stinson 29.75503 33.13087 29.47300 35.38269
## Rakeem Nunez-Roches 31.45304 32.88304 35.68105 36.99506
## Adrian Clayborn 58.43591 59.33593 56.89995 58.87989
## Tyson Jackson 44.46326 53.27581 42.57048 58.08338
## Tenny Palepoi 36.68208 41.09275 38.93712 45.95739
## Jerel Worthy 33.64404 37.06651 34.52622 40.21020
## Justin Trattou 35.53375 31.34119 33.46504 27.17006
## Akiem Hicks 60.69102 65.81294 62.87670 70.69048
## Stansly Maponga 57.50626 50.73041 60.33794 47.99770
## Ryan Robinson 37.90450 29.90952 40.07063 26.07226
## Olivier Vernon 69.07444 69.32332 67.90375 68.66781
## Vinny Curry 68.58100 61.54926 66.66539 54.82523
## T.J. Fatinikun 50.13251 41.52235 49.16057 35.01339
## Wallace Gilberry 49.88382 50.11904 46.66552 47.98107
## Desmond Bryant 55.16441 61.49708 55.52925 66.03890
## Kerry Wynn 33.45728 32.93765 34.54524 33.34178
## Sheldon Richardson 83.17610 86.79589 86.06009 90.55388
## Obum Gwacham 34.11457 22.69689 38.11016 18.08751
## Jared Crick 50.92122 57.58867 54.05802 64.29922
## Dante Fowler Jr. 73.26446 66.17567 76.10585 63.20269
## Wes Horton 52.55007 51.77691 52.60657 51.27152
## Antonio Smith 48.55106 53.02303 44.06251 52.95415
## Greg Hardy 76.64718 78.59821 75.75786 79.33362
## Larry English 53.54727 46.04236 51.77255 39.58244
## Robert Quinn 87.26571 87.77092 88.89693 89.24408
## Cassius Marsh 41.79341 37.34691 44.54249 36.16233
## Mike Daniels 81.78581 80.23600 81.10668 78.57019
## Terrence Fede 56.27504 47.89284 57.42141 42.83074
## Datone Jones 56.09250 49.68150 56.62721 45.53866
## Shelby Harris 35.45028 33.28340 37.85081 33.43142
## Ego Ferguson 35.52133 39.51198 34.89408 41.92498
## Olsen Pierre 16.81422 18.78002 14.35508 18.23567
## C.J. Wilson 44.02884 51.18413 43.88771 56.12174
## Jason Hatcher 75.86597 74.66437 72.73931 71.48862
## Jeoffrey Pagan 27.61308 30.47541 28.81574 33.49315
## Billy Winn 57.22153 53.11562 56.39360 49.59534
## Jason Pierre-Paul 85.79743 84.93458 89.00709 86.83046
## Fletcher Cox 81.79685 84.29272 82.40347 86.27887
## Zach Moore 53.87225 45.20483 57.62936 41.84063
## Owamagbe Odighizuwa 43.72053 36.38730 39.40100 28.72348
## Cliff Avril 82.86618 77.68192 81.77042 72.54405
## Brandon Bair 41.28802 41.19551 41.22520 41.08537
## Brian Mihalik 18.39218 18.66754 16.79237 17.69095
## Kroy Biermann 64.24330 60.93189 65.56187 59.53417
## Kareem Martin 51.99834 47.27587 50.76854 43.09477
## Vance Walker 43.15604 49.34464 40.65981 51.91014
## John Hughes 58.07960 60.04803 57.92664 61.31468
## Frank Alexander 39.86699 32.10019 33.83136 23.38103
## Mike Martin 46.81679 46.06694 44.39903 43.81421
## Kevin Vickerson 35.15269 41.48641 29.92344 42.00209
## Alex Carrington 39.08589 38.84410 34.34017 35.27005
## Jarius Wynn 51.39702 54.68176 52.39208 57.68172
## Jacquies Smith 57.36720 48.11341 55.31226 40.16694
## Kelcy Quarles 31.45049 31.83051 35.99326 35.35063
## Phillip Hunt 55.32561 48.43892 57.09681 44.86555
## Michael Bennett 81.95490 85.39505 81.06384 87.04077
## Greg Scruggs 32.18296 31.50038 30.82188 30.06203
## Kendall Langford 51.77657 58.71800 48.50437 61.24066
## Will Clarke 46.39554 44.39734 49.28164 45.04023
## George Johnson 57.89043 51.99723 56.34338 46.68366
## Benson Mayowa 54.61510 45.74589 59.61915 43.14197
## Ricardo Mathews 47.43166 48.73056 46.24459 48.79617
## Martin Ifedi 28.14101 27.27843 29.36607 27.52938
## Timmy Jernigan 57.58950 59.48968 58.37739 61.36986
## Frank Clark 45.03540 37.42255 51.06818 36.29833
## Randy Gregory 66.01904 55.54738 70.88143 51.77570
## Dion Jordan 68.00908 57.44292 71.85154 52.74869
## DeMarcus Lawrence 66.36335 63.00957 70.16859 63.48927
## Jeremiah Ratliff 62.96133 67.30081 59.11099 67.69639
## Jarvis Jenkins 33.69750 40.41574 32.46537 44.38369
## T.J. Barnes 16.29714 22.87854 14.74284 26.74446
## Kapron Lewis-Moore 24.92391 29.31693 23.09008 31.11093
## Kevin Williams 36.15625 45.44215 30.78256 47.96584
## Casey Walker 21.47425 23.29538 22.25217 25.22850
## Frostee Rucker 58.77768 65.47330 56.61984 68.54782
## Ryan Davis 62.57365 55.82374 62.62819 50.98625
## Chris Smith 48.68473 43.55679 48.77121 40.05825
## Leonard Williams 59.85377 61.41873 61.23672 63.48219
## Stephon Tuitt 40.74812 45.42628 38.26693 46.93296
## Muhammad Wilkerson 82.78468 87.34468 84.05541 90.63200
## Stephen Paea 54.86599 62.06291 52.01826 65.03565
## Travian Robertson 17.41555 19.58629 14.16638 18.52204
## Jeremy Mincey 61.09663 64.01428 57.44602 63.52747
## DaQuan Jones 28.44216 35.32917 27.85714 40.03364
## Corey Liuget 63.73626 71.17751 64.41878 76.35539
## Clifton Geathers 37.43586 43.16134 38.89522 48.38739
## Mario Addison 60.66159 54.20243 58.56493 48.02300
## Max Valles 30.14767 27.93909 35.65059 30.11202
## Robert Ayers 66.98122 67.83214 69.09444 69.91536
## Karl Klug 49.56354 49.24635 44.79363 45.60896
## Chris Canty 57.14730 64.60227 55.32190 68.39117
## DeAngelo Tyson 29.46512 34.30838 30.33918 38.58086
## Larry Webster 55.54090 42.80965 60.01696 37.23992
## Devin Taylor 46.83785 43.91990 46.64668 41.74585
## Damontre Moore 59.41937 56.47446 63.04078 57.04496
## Tank Carradine 59.11313 55.69413 59.95777 53.87431
## Matt Conrath 30.27522 32.33807 31.20571 34.52241
## Chandler Jones 77.15271 78.89189 77.17102 80.08281
## Steven Means 43.75957 38.93311 42.40575 34.70923
## Caesar Rayford 35.51779 33.42318 32.04721 29.58631
## Kony Ealy 51.89764 48.41147 52.22762 46.19301
## Brandon Dunn 23.19639 23.89180 24.54644 25.37679
## Rodney Gunter 21.31654 22.03001 23.88039 24.41557
## Kedric Golston 37.67296 42.27907 36.07572 44.39835
## Stephen Bowen 41.49874 46.68676 39.62755 49.00915
## Chris Clemons 61.63153 57.83729 60.67434 54.40619
## Michael Johnson 71.64297 65.82743 70.02305 60.17726
## Lawrence Sidbury Jr. 58.92869 48.59870 59.17367 41.50242
## Brian Robison 67.67870 62.60544 64.60433 56.52985
## Jack Crawford 42.95945 43.62169 41.54983 43.07556
## Lawrence Guy 43.20640 48.53978 44.69294 53.39678
## Cedric Thornton 55.26721 64.13531 57.02711 71.09060
## Mario Williams 80.25025 81.23002 81.41204 82.69372
## George Selvie 53.62543 48.48150 49.76627 42.13614
## Cameron Wake 85.14816 86.31390 87.15443 88.41610
## Andre Branch 55.84700 53.31343 57.25556 52.53739
## Kaleb Ramsey 22.33750 25.14287 19.73166 25.12454
## Arthur Jones 43.91276 51.22367 45.55621 57.53890
## Jurrell Casey 81.38119 85.39886 82.62357 88.52445
## Christian Covington 26.39632 23.97638 23.46956 20.42273
## Tyeler Davison 23.89345 26.73648 23.20661 28.29727
## Everson Griffen 79.79946 79.74224 79.12786 79.22140
## Bruce Gaston 20.86208 24.25559 18.44648 24.80220
## Lynden Trail 28.33603 19.22474 26.12595 12.99519
## Derrick Shelby 52.04853 51.86155 52.50653 52.05738
## Danielle Hunter 52.68642 40.75919 60.53800 38.08718
## Josh Boyd 46.97913 51.31449 45.26527 53.14032
## Denico Autry 27.68792 29.93955 28.30544 32.04439
## Jaye Howard 59.88459 58.97088 58.78621 57.53144
## B.J. Dubose 25.75109 25.90354 24.83288 25.34930
## Cameron Heyward 70.70858 76.85039 71.36922 81.08687
## Damion Square 34.48328 35.04369 34.06088 35.13562
## Nick Williams 43.89064 45.11000 43.50650 45.69634
## Justin Tuck 72.30163 69.83069 70.33650 66.54023
## Ricky Jean Francois 47.88733 56.03298 49.64367 62.84623
## Darryl Tapp 52.78797 47.94219 53.54994 45.07979
## Darnell Dockett 61.94913 65.54886 59.14836 66.12483
## Vaughn Martin 36.75657 41.18774 35.18271 43.20031
## Xavier Proctor 23.74678 26.68380 23.61418 28.75599
## Charles Johnson 76.77836 78.15051 76.22341 78.71647
## Frank Kearse 35.46201 35.69737 33.86491 34.71383
## Kendall Reyes 46.85109 50.82380 46.86066 53.63065
## Cam Thomas 29.38221 37.23152 26.37003 40.62678
## J.J. Watt 90.63497 93.91832 91.61085 96.02167
## Demarcus Dobbs 41.22066 43.24569 39.63593 43.53077
## Zach Kerr 45.16377 41.76538 46.11582 40.06518
## Derek Wolfe 58.24672 64.43031 58.18550 68.54487
## Randy Starks 41.09214 49.97291 33.44462 50.51285
## Carlos Dunlap 80.40659 75.94568 80.42027 72.50489
## Scott Crichton 50.19785 50.23864 53.07603 52.32700
## Rob Ninkovich 67.14683 73.67610 67.13697 77.84075
## Balanced DE
## Lawrence Okoye 12.91077
## Xavier Cooper 44.18578
## Margus Hunt 50.22317
## Ezekiel Ansah 82.70229
## Josh Mauro 23.96396
## Geneo Grissom 38.28263
## David King 27.82558
## Allen Bailey 68.60227
## Xzavier Dickson 29.45048
## Chris Long 62.61507
## Malliciah Goodman 36.07329
## Arik Armstead 37.41984
## William Gholston 54.71265
## Ethan Westbrooks 27.64732
## Tony Jerod-Eddie 47.04273
## Gerald Rivers 30.87866
## Calais Campbell 89.93146
## Darius Philon 41.04497
## Ryan Russell 30.42420
## Cliff Matthews 49.90488
## William Hayes 74.77927
## Vic Beasley Jr. 52.70811
## Glenn Foster 48.92834
## Jason Jones 58.79393
## Trey Flowers 45.53579
## Malik Jackson 68.04076
## Tevita Finau 26.88191
## Tyson Alualu 54.47732
## Cameron Jordan 75.11714
## Eugene Sims 49.64301
## Cullen Jenkins 52.81868
## Ropati Pitoitua 49.90369
## Manny Lawson 55.98274
## Jake Bequette 58.29353
## Mike Catapano 47.04860
## Khyri Thornton 31.66647
## Taylor Hart 41.76373
## Brent Urban 40.68149
## Lavar Edwards 48.81633
## Mario Edwards Jr. 44.91387
## L.T. Walton 23.03696
## Henry Anderson 36.23417
## Jerry Hughes 77.38125
## Cory Redding 56.35243
## Mike DeVito 75.67497
## Ben Gardner 33.60366
## Ed Stinson 32.60504
## Rakeem Nunez-Roches 37.05271
## Adrian Clayborn 57.75488
## Tyson Jackson 50.77513
## Tenny Palepoi 43.09507
## Jerel Worthy 37.73678
## Justin Trattou 29.65848
## Akiem Hicks 67.54998
## Stansly Maponga 54.07290
## Ryan Robinson 32.41741
## Olivier Vernon 68.14634
## Vinny Curry 60.00660
## T.J. Fatinikun 41.15119
## Wallace Gilberry 46.90261
## Desmond Bryant 61.42806
## Kerry Wynn 34.04829
## Sheldon Richardson 89.01733
## Obum Gwacham 26.76994
## Jared Crick 60.19344
## Dante Fowler Jr. 69.82551
## Wes Horton 51.88541
## Antonio Smith 48.23970
## Greg Hardy 77.62439
## Larry English 44.79009
## Robert Quinn 89.31585
## Cassius Marsh 40.31028
## Mike Daniels 79.63604
## Terrence Fede 49.61706
## Datone Jones 50.65483
## Shelby Harris 35.76689
## Ego Ferguson 38.59404
## Olsen Pierre 16.02306
## C.J. Wilson 50.55726
## Jason Hatcher 71.56760
## Jeoffrey Pagan 31.52472
## Billy Winn 52.56162
## Jason Pierre-Paul 88.31579
## Fletcher Cox 84.68329
## Zach Moore 49.55643
## Owamagbe Odighizuwa 32.79911
## Cliff Avril 76.79652
## Brandon Bair 41.13933
## Brian Mihalik 17.04377
## Kroy Biermann 62.50658
## Kareem Martin 46.37459
## Vance Walker 46.39437
## John Hughes 59.76527
## Frank Alexander 27.08675
## Mike Martin 43.71869
## Kevin Vickerson 35.53768
## Alex Carrington 34.15089
## Jarius Wynn 55.44335
## Jacquies Smith 46.67528
## Kelcy Quarles 36.33948
## Phillip Hunt 50.68781
## Michael Bennett 84.39609
## Greg Scruggs 30.20478
## Kendall Langford 55.04691
## Will Clarke 47.39096
## George Johnson 50.83654
## Benson Mayowa 51.39770
## Ricardo Mathews 47.46018
## Martin Ifedi 28.53760
## Timmy Jernigan 60.13733
## Frank Clark 43.77135
## Randy Gregory 61.56738
## Dion Jordan 62.41703
## DeMarcus Lawrence 67.16412
## Jeremiah Ratliff 63.32412
## Jarvis Jenkins 38.65070
## T.J. Barnes 20.50072
## Kapron Lewis-Moore 27.03424
## Kevin Williams 39.06634
## Casey Walker 23.97665
## Frostee Rucker 62.98316
## Ryan Davis 56.34403
## Chris Smith 43.98594
## Leonard Williams 62.67370
## Stephon Tuitt 42.58197
## Muhammad Wilkerson 88.10530
## Stephen Paea 58.83835
## Travian Robertson 15.95721
## Jeremy Mincey 60.25993
## DaQuan Jones 34.20968
## Corey Liuget 71.31909
## Clifton Geathers 44.26658
## Mario Addison 52.50581
## Max Valles 33.40249
## Robert Ayers 69.85409
## Karl Klug 44.52778
## Chris Canty 62.37715
## DeAngelo Tyson 34.89321
## Larry Webster 48.17464
## Devin Taylor 43.92767
## Damontre Moore 60.33948
## Tank Carradine 56.78043
## Matt Conrath 33.14618
## Chandler Jones 78.79431
## Steven Means 37.94440
## Caesar Rayford 30.19265
## Kony Ealy 48.97534
## Brandon Dunn 25.20657
## Rodney Gunter 24.57319
## Kedric Golston 40.32539
## Stephen Bowen 44.43195
## Chris Clemons 57.12387
## Michael Johnson 64.50324
## Lawrence Sidbury Jr. 49.55170
## Brian Robison 59.75890
## Jack Crawford 42.17121
## Lawrence Guy 49.67212
## Cedric Thornton 65.20828
## Mario Williams 82.28623
## George Selvie 45.00035
## Cameron Wake 88.12831
## Andre Branch 54.89699
## Kaleb Ramsey 22.18321
## Arthur Jones 52.37526
## Jurrell Casey 86.21124
## Christian Covington 21.36855
## Tyeler Davison 25.81662
## Everson Griffen 79.07737
## Bruce Gaston 21.40314
## Lynden Trail 17.98896
## Derrick Shelby 52.32966
## Danielle Hunter 49.41615
## Josh Boyd 49.30934
## Denico Autry 30.41998
## Jaye Howard 57.93533
## B.J. Dubose 24.97758
## Cameron Heyward 77.04577
## Damion Square 34.58338
## Nick Williams 44.64392
## Justin Tuck 67.97615
## Ricky Jean Francois 57.21154
## Darryl Tapp 49.02905
## Darnell Dockett 62.60192
## Vaughn Martin 39.26678
## Xavier Proctor 26.34001
## Charles Johnson 77.52476
## Frank Kearse 34.08980
## Kendall Reyes 50.56468
## Cam Thomas 33.37542
## J.J. Watt 94.44042
## Demarcus Dobbs 41.51589
## Zach Kerr 42.92862
## Derek Wolfe 63.96388
## Randy Starks 41.40347
## Carlos Dunlap 76.27877
## Scott Crichton 53.09742
## Rob Ninkovich 73.24763
## Speed Rusher Power Rusher Open Field End Power Hitter
## Lawrence Okoye 12.94926 11.49225 14.38593 11.41854
## Xavier Cooper 41.97009 36.56059 49.44797 37.91088
## Margus Hunt 52.10880 48.34781 53.73526 46.86290
## Ezekiel Ansah 82.16424 80.81144 83.89396 81.17041
## Josh Mauro 19.19024 22.55186 20.71221 26.36810
## Geneo Grissom 39.69840 33.47266 44.32048 32.30477
## David King 32.12880 31.71587 28.16631 28.59628
## Allen Bailey 65.24359 67.19117 66.82787 69.62822
## Xzavier Dickson 31.91799 32.11173 29.26161 30.32944
## Chris Long 64.44232 66.43482 60.66902 65.21924
## Malliciah Goodman 37.29238 36.96210 36.37349 36.07496
## Arik Armstead 41.36823 40.72601 37.98560 37.86474
## William Gholston 49.20584 50.74842 53.30506 54.76026
## Ethan Westbrooks 35.32790 27.38611 35.05322 22.21404
## Tony Jerod-Eddie 44.65783 49.45227 42.58574 51.34409
## Gerald Rivers 38.70401 29.08888 40.00670 23.80375
## Calais Campbell 87.87565 88.38046 89.51585 89.85659
## Darius Philon 42.87400 33.22342 50.46695 31.69536
## Ryan Russell 34.04214 29.10322 35.10781 26.50677
## Cliff Matthews 53.03434 46.61432 55.89253 44.15504
## William Hayes 67.03391 72.95763 69.45549 78.24658
## Vic Beasley Jr. 65.08299 54.70400 62.50267 45.18070
## Glenn Foster 51.79594 49.05460 51.48279 46.89906
## Jason Jones 59.50392 60.32186 58.01579 59.84238
## Trey Flowers 41.57007 44.22196 43.05744 47.18950
## Malik Jackson 66.15895 69.32171 65.04140 70.72886
## Tevita Finau 28.23084 30.32772 25.02101 29.39294
## Tyson Alualu 46.21999 53.74035 47.47312 59.85582
## Cameron Jordan 71.57415 75.86059 71.06893 78.34926
## Eugene Sims 58.36252 51.09819 56.43484 44.54375
## Cullen Jenkins 47.99104 55.23684 46.04527 58.90384
## Ropati Pitoitua 42.62736 52.05278 41.14015 57.60061
## Manny Lawson 64.01347 56.60262 62.92644 50.38879
## Jake Bequette 54.52183 54.61979 58.22468 57.34173
## Mike Catapano 50.79701 43.15456 54.21541 40.25487
## Khyri Thornton 39.23294 33.01999 37.35574 27.70151
## Taylor Hart 42.52146 41.81808 42.41873 41.25039
## Brent Urban 38.80700 37.59616 41.85176 38.88812
## Lavar Edwards 44.72162 44.96859 48.60667 47.92159
## Mario Edwards Jr. 44.86316 44.04985 45.67899 44.05807
## L.T. Walton 19.35335 22.69760 19.88378 25.68064
## Henry Anderson 36.34900 40.16826 32.77452 40.21735
## Jerry Hughes 81.09357 75.99181 81.99354 72.79148
## Cory Redding 53.56743 60.82431 49.46676 62.99750
## Mike DeVito 66.16055 75.12675 67.44140 81.28095
## Ben Gardner 34.91845 34.71202 33.78732 33.75926
## Ed Stinson 29.75503 33.13087 29.47300 35.38269
## Rakeem Nunez-Roches 31.45304 32.88304 35.68105 36.99506
## Adrian Clayborn 58.43591 59.33593 56.89995 58.87989
## Tyson Jackson 44.46326 53.27581 42.57048 58.08338
## Tenny Palepoi 36.68208 41.09275 38.93712 45.95739
## Jerel Worthy 33.64404 37.06651 34.52622 40.21020
## Justin Trattou 35.53375 31.34119 33.46504 27.17006
## Akiem Hicks 60.69102 65.81294 62.87670 70.69048
## Stansly Maponga 57.50626 50.73041 60.33794 47.99770
## Ryan Robinson 37.90450 29.90952 40.07063 26.07226
## Olivier Vernon 69.07444 69.32332 67.90375 68.66781
## Vinny Curry 68.58100 61.54926 66.66539 54.82523
## T.J. Fatinikun 50.13251 41.52235 49.16057 35.01339
## Wallace Gilberry 49.88382 50.11904 46.66552 47.98107
## Desmond Bryant 55.16441 61.49708 55.52925 66.03890
## Kerry Wynn 33.45728 32.93765 34.54524 33.34178
## Sheldon Richardson 83.17610 86.79589 86.06009 90.55388
## Obum Gwacham 34.11457 22.69689 38.11016 18.08751
## Jared Crick 50.92122 57.58867 54.05802 64.29922
## Dante Fowler Jr. 73.26446 66.17567 76.10585 63.20269
## Wes Horton 52.55007 51.77691 52.60657 51.27152
## Antonio Smith 48.55106 53.02303 44.06251 52.95415
## Greg Hardy 76.64718 78.59821 75.75786 79.33362
## Larry English 53.54727 46.04236 51.77255 39.58244
## Robert Quinn 87.26571 87.77092 88.89693 89.24408
## Cassius Marsh 41.79341 37.34691 44.54249 36.16233
## Mike Daniels 81.78581 80.23600 81.10668 78.57019
## Terrence Fede 56.27504 47.89284 57.42141 42.83074
## Datone Jones 56.09250 49.68150 56.62721 45.53866
## Shelby Harris 35.45028 33.28340 37.85081 33.43142
## Ego Ferguson 35.52133 39.51198 34.89408 41.92498
## Olsen Pierre 16.81422 18.78002 14.35508 18.23567
## C.J. Wilson 44.02884 51.18413 43.88771 56.12174
## Jason Hatcher 75.86597 74.66437 72.73931 71.48862
## Jeoffrey Pagan 27.61308 30.47541 28.81574 33.49315
## Billy Winn 57.22153 53.11562 56.39360 49.59534
## Jason Pierre-Paul 85.79743 84.93458 89.00709 86.83046
## Fletcher Cox 81.79685 84.29272 82.40347 86.27887
## Zach Moore 53.87225 45.20483 57.62936 41.84063
## Owamagbe Odighizuwa 43.72053 36.38730 39.40100 28.72348
## Cliff Avril 82.86618 77.68192 81.77042 72.54405
## Brandon Bair 41.28802 41.19551 41.22520 41.08537
## Brian Mihalik 18.39218 18.66754 16.79237 17.69095
## Kroy Biermann 64.24330 60.93189 65.56187 59.53417
## Kareem Martin 51.99834 47.27587 50.76854 43.09477
## Vance Walker 43.15604 49.34464 40.65981 51.91014
## John Hughes 58.07960 60.04803 57.92664 61.31468
## Frank Alexander 39.86699 32.10019 33.83136 23.38103
## Mike Martin 46.81679 46.06694 44.39903 43.81421
## Kevin Vickerson 35.15269 41.48641 29.92344 42.00209
## Alex Carrington 39.08589 38.84410 34.34017 35.27005
## Jarius Wynn 51.39702 54.68176 52.39208 57.68172
## Jacquies Smith 57.36720 48.11341 55.31226 40.16694
## Kelcy Quarles 31.45049 31.83051 35.99326 35.35063
## Phillip Hunt 55.32561 48.43892 57.09681 44.86555
## Michael Bennett 81.95490 85.39505 81.06384 87.04077
## Greg Scruggs 32.18296 31.50038 30.82188 30.06203
## Kendall Langford 51.77657 58.71800 48.50437 61.24066
## Will Clarke 46.39554 44.39734 49.28164 45.04023
## George Johnson 57.89043 51.99723 56.34338 46.68366
## Benson Mayowa 54.61510 45.74589 59.61915 43.14197
## Ricardo Mathews 47.43166 48.73056 46.24459 48.79617
## Martin Ifedi 28.14101 27.27843 29.36607 27.52938
## Timmy Jernigan 57.58950 59.48968 58.37739 61.36986
## Frank Clark 45.03540 37.42255 51.06818 36.29833
## Randy Gregory 66.01904 55.54738 70.88143 51.77570
## Dion Jordan 68.00908 57.44292 71.85154 52.74869
## DeMarcus Lawrence 66.36335 63.00957 70.16859 63.48927
## Jeremiah Ratliff 62.96133 67.30081 59.11099 67.69639
## Jarvis Jenkins 33.69750 40.41574 32.46537 44.38369
## T.J. Barnes 16.29714 22.87854 14.74284 26.74446
## Kapron Lewis-Moore 24.92391 29.31693 23.09008 31.11093
## Kevin Williams 36.15625 45.44215 30.78256 47.96584
## Casey Walker 21.47425 23.29538 22.25217 25.22850
## Frostee Rucker 58.77768 65.47330 56.61984 68.54782
## Ryan Davis 62.57365 55.82374 62.62819 50.98625
## Chris Smith 48.68473 43.55679 48.77121 40.05825
## Leonard Williams 59.85377 61.41873 61.23672 63.48219
## Stephon Tuitt 40.74812 45.42628 38.26693 46.93296
## Muhammad Wilkerson 82.78468 87.34468 84.05541 90.63200
## Stephen Paea 54.86599 62.06291 52.01826 65.03565
## Travian Robertson 17.41555 19.58629 14.16638 18.52204
## Jeremy Mincey 61.09663 64.01428 57.44602 63.52747
## DaQuan Jones 28.44216 35.32917 27.85714 40.03364
## Corey Liuget 63.73626 71.17751 64.41878 76.35539
## Clifton Geathers 37.43586 43.16134 38.89522 48.38739
## Mario Addison 60.66159 54.20243 58.56493 48.02300
## Max Valles 30.14767 27.93909 35.65059 30.11202
## Robert Ayers 66.98122 67.83214 69.09444 69.91536
## Karl Klug 49.56354 49.24635 44.79363 45.60896
## Chris Canty 57.14730 64.60227 55.32190 68.39117
## DeAngelo Tyson 29.46512 34.30838 30.33918 38.58086
## Larry Webster 55.54090 42.80965 60.01696 37.23992
## Devin Taylor 46.83785 43.91990 46.64668 41.74585
## Damontre Moore 59.41937 56.47446 63.04078 57.04496
## Tank Carradine 59.11313 55.69413 59.95777 53.87431
## Matt Conrath 30.27522 32.33807 31.20571 34.52241
## Chandler Jones 77.15271 78.89189 77.17102 80.08281
## Steven Means 43.75957 38.93311 42.40575 34.70923
## Caesar Rayford 35.51779 33.42318 32.04721 29.58631
## Kony Ealy 51.89764 48.41147 52.22762 46.19301
## Brandon Dunn 23.19639 23.89180 24.54644 25.37679
## Rodney Gunter 21.31654 22.03001 23.88039 24.41557
## Kedric Golston 37.67296 42.27907 36.07572 44.39835
## Stephen Bowen 41.49874 46.68676 39.62755 49.00915
## Chris Clemons 61.63153 57.83729 60.67434 54.40619
## Michael Johnson 71.64297 65.82743 70.02305 60.17726
## Lawrence Sidbury Jr. 58.92869 48.59870 59.17367 41.50242
## Brian Robison 67.67870 62.60544 64.60433 56.52985
## Jack Crawford 42.95945 43.62169 41.54983 43.07556
## Lawrence Guy 43.20640 48.53978 44.69294 53.39678
## Cedric Thornton 55.26721 64.13531 57.02711 71.09060
## Mario Williams 80.25025 81.23002 81.41204 82.69372
## George Selvie 53.62543 48.48150 49.76627 42.13614
## Cameron Wake 85.14816 86.31390 87.15443 88.41610
## Andre Branch 55.84700 53.31343 57.25556 52.53739
## Kaleb Ramsey 22.33750 25.14287 19.73166 25.12454
## Arthur Jones 43.91276 51.22367 45.55621 57.53890
## Jurrell Casey 81.38119 85.39886 82.62357 88.52445
## Christian Covington 26.39632 23.97638 23.46956 20.42273
## Tyeler Davison 23.89345 26.73648 23.20661 28.29727
## Everson Griffen 79.79946 79.74224 79.12786 79.22140
## Bruce Gaston 20.86208 24.25559 18.44648 24.80220
## Lynden Trail 28.33603 19.22474 26.12595 12.99519
## Derrick Shelby 52.04853 51.86155 52.50653 52.05738
## Danielle Hunter 52.68642 40.75919 60.53800 38.08718
## Josh Boyd 46.97913 51.31449 45.26527 53.14032
## Denico Autry 27.68792 29.93955 28.30544 32.04439
## Jaye Howard 59.88459 58.97088 58.78621 57.53144
## B.J. Dubose 25.75109 25.90354 24.83288 25.34930
## Cameron Heyward 70.70858 76.85039 71.36922 81.08687
## Damion Square 34.48328 35.04369 34.06088 35.13562
## Nick Williams 43.89064 45.11000 43.50650 45.69634
## Justin Tuck 72.30163 69.83069 70.33650 66.54023
## Ricky Jean Francois 47.88733 56.03298 49.64367 62.84623
## Darryl Tapp 52.78797 47.94219 53.54994 45.07979
## Darnell Dockett 61.94913 65.54886 59.14836 66.12483
## Vaughn Martin 36.75657 41.18774 35.18271 43.20031
## Xavier Proctor 23.74678 26.68380 23.61418 28.75599
## Charles Johnson 76.77836 78.15051 76.22341 78.71647
## Frank Kearse 35.46201 35.69737 33.86491 34.71383
## Kendall Reyes 46.85109 50.82380 46.86066 53.63065
## Cam Thomas 29.38221 37.23152 26.37003 40.62678
## J.J. Watt 90.63497 93.91832 91.61085 96.02167
## Demarcus Dobbs 41.22066 43.24569 39.63593 43.53077
## Zach Kerr 45.16377 41.76538 46.11582 40.06518
## Derek Wolfe 58.24672 64.43031 58.18550 68.54487
## Randy Starks 41.09214 49.97291 33.44462 50.51285
## Carlos Dunlap 80.40659 75.94568 80.42027 72.50489
## Scott Crichton 50.19785 50.23864 53.07603 52.32700
## Rob Ninkovich 67.14683 73.67610 67.13697 77.84075
## Balanced DE V6
## Lawrence Okoye 12.91077 50
## Xavier Cooper 44.18578 65
## Margus Hunt 50.22317 73
## Ezekiel Ansah 82.70229 88
## Josh Mauro 23.96396 60
## Geneo Grissom 38.28263 63
## David King 27.82558 68
## Allen Bailey 68.60227 81
## Xzavier Dickson 29.45048 66
## Chris Long 62.61507 84
## Malliciah Goodman 36.07329 69
## Arik Armstead 37.41984 72
## William Gholston 54.71265 73
## Ethan Westbrooks 27.64732 64
## Tony Jerod-Eddie 47.04273 76
## Gerald Rivers 30.87866 62
## Calais Campbell 89.93146 95
## Darius Philon 41.04497 63
## Ryan Russell 30.42420 64
## Cliff Matthews 49.90488 72
## William Hayes 74.77927 86
## Vic Beasley Jr. 52.70811 77
## Glenn Foster 48.92834 73
## Jason Jones 58.79393 80
## Trey Flowers 45.53579 72
## Malik Jackson 68.04076 84
## Tevita Finau 26.88191 66
## Tyson Alualu 54.47732 76
## Cameron Jordan 75.11714 87
## Eugene Sims 49.64301 74
## Cullen Jenkins 52.81868 78
## Ropati Pitoitua 49.90369 77
## Manny Lawson 55.98274 77
## Jake Bequette 58.29353 75
## Mike Catapano 47.04860 68
## Khyri Thornton 31.66647 68
## Taylor Hart 41.76373 71
## Brent Urban 40.68149 66
## Lavar Edwards 48.81633 71
## Mario Edwards Jr. 44.91387 71
## L.T. Walton 23.03696 61
## Henry Anderson 36.23417 71
## Jerry Hughes 77.38125 85
## Cory Redding 56.35243 80
## Mike DeVito 75.67497 85
## Ben Gardner 33.60366 68
## Ed Stinson 32.60504 66
## Rakeem Nunez-Roches 37.05271 64
## Adrian Clayborn 57.75488 78
## Tyson Jackson 50.77513 77
## Tenny Palepoi 43.09507 68
## Jerel Worthy 37.73678 68
## Justin Trattou 29.65848 67
## Akiem Hicks 67.54998 81
## Stansly Maponga 54.07290 72
## Ryan Robinson 32.41741 64
## Olivier Vernon 68.14634 83
## Vinny Curry 60.00660 81
## T.J. Fatinikun 41.15119 71
## Wallace Gilberry 46.90261 74
## Desmond Bryant 61.42806 79
## Kerry Wynn 34.04829 65
## Sheldon Richardson 89.01733 92
## Obum Gwacham 26.76994 57
## Jared Crick 60.19344 77
## Dante Fowler Jr. 69.82551 79
## Wes Horton 51.88541 74
## Antonio Smith 48.23970 77
## Greg Hardy 77.62439 88
## Larry English 44.79009 72
## Robert Quinn 89.31585 93
## Cassius Marsh 40.31028 66
## Mike Daniels 79.63604 89
## Terrence Fede 49.61706 72
## Datone Jones 50.65483 74
## Shelby Harris 35.76689 64
## Ego Ferguson 38.59404 69
## Olsen Pierre 16.02306 59
## C.J. Wilson 50.55726 74
## Jason Hatcher 71.56760 87
## Jeoffrey Pagan 31.52472 66
## Billy Winn 52.56162 77
## Jason Pierre-Paul 88.31579 89
## Fletcher Cox 84.68329 92
## Zach Moore 49.55643 69
## Owamagbe Odighizuwa 32.79911 69
## Cliff Avril 76.79652 87
## Brandon Bair 41.13933 69
## Brian Mihalik 17.04377 58
## Kroy Biermann 62.50658 77
## Kareem Martin 46.37459 74
## Vance Walker 46.39437 76
## John Hughes 59.76527 78
## Frank Alexander 27.08675 69
## Mike Martin 43.71869 74
## Kevin Vickerson 35.53768 74
## Alex Carrington 34.15089 72
## Jarius Wynn 55.44335 77
## Jacquies Smith 46.67528 75
## Kelcy Quarles 36.33948 64
## Phillip Hunt 50.68781 73
## Michael Bennett 84.39609 95
## Greg Scruggs 30.20478 67
## Kendall Langford 55.04691 80
## Will Clarke 47.39096 69
## George Johnson 50.83654 75
## Benson Mayowa 51.39770 69
## Ricardo Mathews 47.46018 75
## Martin Ifedi 28.53760 62
## Timmy Jernigan 60.13733 79
## Frank Clark 43.77135 64
## Randy Gregory 61.56738 73
## Dion Jordan 62.41703 74
## DeMarcus Lawrence 67.16412 79
## Jeremiah Ratliff 63.32412 85
## Jarvis Jenkins 38.65070 72
## T.J. Barnes 20.50072 62
## Kapron Lewis-Moore 27.03424 65
## Kevin Williams 39.06634 76
## Casey Walker 23.97665 61
## Frostee Rucker 62.98316 82
## Ryan Davis 56.34403 76
## Chris Smith 43.98594 70
## Leonard Williams 62.67370 80
## Stephon Tuitt 42.58197 73
## Muhammad Wilkerson 88.10530 96
## Stephen Paea 58.83835 83
## Travian Robertson 15.95721 60
## Jeremy Mincey 60.25993 82
## DaQuan Jones 34.20968 68
## Corey Liuget 71.31909 84
## Clifton Geathers 44.26658 70
## Mario Addison 52.50581 77
## Max Valles 33.40249 61
## Robert Ayers 69.85409 82
## Karl Klug 44.52778 75
## Chris Canty 62.37715 82
## DeAngelo Tyson 34.89321 66
## Larry Webster 48.17464 69
## Devin Taylor 43.92767 72
## Damontre Moore 60.33948 76
## Tank Carradine 56.78043 77
## Matt Conrath 33.14618 66
## Chandler Jones 78.79431 88
## Steven Means 37.94440 69
## Caesar Rayford 30.19265 67
## Kony Ealy 48.97534 72
## Brandon Dunn 25.20657 61
## Rodney Gunter 24.57319 59
## Kedric Golston 40.32539 72
## Stephen Bowen 44.43195 73
## Chris Clemons 57.12387 77
## Michael Johnson 64.50324 81
## Lawrence Sidbury Jr. 49.55170 72
## Brian Robison 59.75890 82
## Jack Crawford 42.17121 73
## Lawrence Guy 49.67212 74
## Cedric Thornton 65.20828 81
## Mario Williams 82.28623 90
## George Selvie 45.00035 74
## Cameron Wake 88.12831 94
## Andre Branch 54.89699 75
## Kaleb Ramsey 22.18321 64
## Arthur Jones 52.37526 74
## Jurrell Casey 86.21124 92
## Christian Covington 21.36855 62
## Tyeler Davison 25.81662 64
## Everson Griffen 79.07737 89
## Bruce Gaston 21.40314 63
## Lynden Trail 17.98896 60
## Derrick Shelby 52.32966 76
## Danielle Hunter 49.41615 65
## Josh Boyd 49.30934 76
## Denico Autry 30.41998 65
## Jaye Howard 57.93533 80
## B.J. Dubose 24.97758 63
## Cameron Heyward 77.04577 88
## Damion Square 34.58338 66
## Nick Williams 44.64392 72
## Justin Tuck 67.97615 85
## Ricky Jean Francois 57.21154 77
## Darryl Tapp 49.02905 72
## Darnell Dockett 62.60192 82
## Vaughn Martin 39.26678 72
## Xavier Proctor 26.34001 62
## Charles Johnson 77.52476 89
## Frank Kearse 34.08980 67
## Kendall Reyes 50.56468 75
## Cam Thomas 33.37542 71
## J.J. Watt 94.44042 99
## Demarcus Dobbs 41.51589 73
## Zach Kerr 42.92862 69
## Derek Wolfe 63.96388 82
## Randy Starks 41.40347 79
## Carlos Dunlap 76.27877 88
## Scott Crichton 53.09742 72
## Rob Ninkovich 73.24763 87
## Power Speed Hybrid Finesse Rusher Speed Rusher
## Lawrence Okoye 15.51830 10.30482 14.12927
## Xavier Cooper 38.04996 40.03220 42.17744
## Margus Hunt 53.85428 48.78612 54.75933
## Ezekiel Ansah 82.14595 80.86255 82.38995
## Josh Mauro 20.44134 18.90657 16.40620
## Geneo Grissom 40.36828 34.64149 42.81198
## David King 38.50057 29.62997 35.86522
## Allen Bailey 65.64883 65.18503 63.08315
## Xzavier Dickson 36.31567 30.68949 34.15112
## Chris Long 67.45340 64.88967 65.27125
## Malliciah Goodman 39.68763 36.33743 38.62355
## Arik Armstead 45.81439 38.18520 44.18190
## William Gholston 48.47481 48.17507 45.89440
## Ethan Westbrooks 31.52066 35.55734 41.42652
## Tony Jerod-Eddie 45.38950 46.48031 41.93204
## Gerald Rivers 35.66320 37.51260 45.74493
## Calais Campbell 84.89270 89.26129 85.96321
## Darius Philon 36.72856 40.91692 46.05838
## Ryan Russell 36.10062 30.37499 38.16989
## Cliff Matthews 47.86721 53.36038 55.66615
## William Hayes 69.75494 66.10103 61.48707
## Vic Beasley Jr. 64.16340 63.82192 73.58692
## Glenn Foster 52.97258 49.85641 54.31630
## Jason Jones 60.69596 59.99464 59.88023
## Trey Flowers 47.32529 37.70047 40.09445
## Malik Jackson 67.70213 66.04803 64.30427
## Tevita Finau 29.59136 29.55350 28.43702
## Tyson Alualu 48.97342 46.88335 40.49061
## Cameron Jordan 74.46181 71.38180 68.91235
## Eugene Sims 54.38262 60.06929 64.03495
## Cullen Jenkins 47.64896 51.89793 43.09707
## Ropati Pitoitua 43.49221 44.92518 36.00437
## Manny Lawson 59.35402 66.92643 69.40637
## Jake Bequette 54.13114 53.29763 52.69101
## Mike Catapano 47.25842 49.54352 54.61810
## Khyri Thornton 35.42509 40.78082 44.39323
## Taylor Hart 45.88743 40.06620 43.93917
## Brent Urban 39.27833 35.74945 38.30601
## Lavar Edwards 45.37372 43.49188 43.11498
## Mario Edwards Jr. 47.24968 41.48534 45.48176
## L.T. Walton 21.77948 18.30012 17.13797
## Henry Anderson 41.49705 35.14093 36.06020
## Jerry Hughes 75.78795 83.29526 83.41275
## Cory Redding 56.16732 56.25869 50.19511
## Mike DeVito 68.47503 67.09911 58.15788
## Ben Gardner 38.11983 32.86835 36.28366
## Ed Stinson 31.17080 29.33450 27.47381
## Rakeem Nunez-Roches 30.86716 29.73310 28.20193
## Adrian Clayborn 60.83966 57.58342 58.94170
## Tyson Jackson 48.10051 46.51745 39.40839
## Tenny Palepoi 38.14158 35.86715 32.55918
## Jerel Worthy 35.55603 33.04835 31.03601
## Justin Trattou 37.30944 33.90191 40.45576
## Akiem Hicks 59.15112 62.11578 54.95099
## Stansly Maponga 51.03990 58.67382 60.08986
## Ryan Robinson 33.45059 38.03964 42.76784
## Olivier Vernon 70.34697 68.81241 69.70867
## Vinny Curry 66.15782 69.04888 74.08283
## T.J. Fatinikun 47.32505 49.93583 56.89273
## Wallace Gilberry 49.57545 52.10871 51.17882
## Desmond Bryant 56.04798 56.24503 49.96209
## Kerry Wynn 34.97056 31.67834 33.69433
## Sheldon Richardson 82.69641 82.90886 77.98888
## Obum Gwacham 29.49888 32.05191 41.55196
## Jared Crick 51.28415 51.16001 44.14701
## Dante Fowler Jr. 71.03688 70.89086 76.60531
## Wes Horton 52.07743 52.73806 53.07133
## Antonio Smith 47.46224 53.61159 46.94561
## Greg Hardy 77.72722 76.20265 75.52892
## Larry English 48.50906 56.01531 59.24490
## Robert Quinn 86.93208 86.83892 85.94451
## Cassius Marsh 40.62768 40.58854 44.07350
## Mike Daniels 79.11461 83.23847 82.66368
## Terrence Fede 53.05095 55.54497 61.63974
## Datone Jones 51.75057 57.41353 60.03064
## Shelby Harris 36.86949 32.26724 36.36237
## Ego Ferguson 37.26132 35.65215 33.04228
## Olsen Pierre 20.96821 15.62359 17.32239
## C.J. Wilson 48.34259 43.28958 39.43035
## Jason Hatcher 71.96311 79.28750 77.29055
## Jeoffrey Pagan 27.51316 27.35840 24.76813
## Billy Winn 53.24469 59.51892 60.03171
## Jason Pierre-Paul 81.66360 86.96820 84.01447
## Fletcher Cox 82.72292 81.45712 79.50434
## Zach Moore 50.52213 51.56454 58.23764
## Owamagbe Odighizuwa 48.98526 38.24723 52.72231
## Cliff Avril 78.85981 85.17931 86.23837
## Brandon Bair 40.40427 42.60099 41.34721
## Brian Mihalik 22.39581 16.76996 19.87403
## Kroy Biermann 59.55130 66.81593 65.39382
## Kareem Martin 54.64763 49.06985 56.90505
## Vance Walker 42.70933 46.45010 39.26324
## John Hughes 53.12757 61.74445 55.29511
## Frank Alexander 37.63606 41.57359 48.77394
## Mike Martin 47.81727 47.14897 48.79914
## Kevin Vickerson 37.38683 37.95626 33.19020
## Alex Carrington 41.94735 39.13632 42.16705
## Jarius Wynn 50.48882 52.81686 48.11805
## Jacquies Smith 52.66602 59.02013 64.47669
## Kelcy Quarles 30.72046 30.19226 29.03521
## Phillip Hunt 48.56566 57.94829 58.60888
## Michael Bennett 83.81117 81.81992 79.68439
## Greg Scruggs 33.82127 31.70909 33.82475
## Kendall Langford 54.41953 54.06622 48.33555
## Will Clarke 47.20789 44.02029 46.91149
## George Johnson 52.31211 60.85764 61.99009
## Benson Mayowa 48.03180 54.81672 58.00269
## Ricardo Mathews 47.60098 48.03958 46.91256
## Martin Ifedi 30.97638 24.86838 28.80993
## Timmy Jernigan 58.41051 56.69672 55.75304
## Frank Clark 44.92646 39.49415 48.41028
## Randy Gregory 61.00297 63.65854 70.44822
## Dion Jordan 62.95076 66.80403 73.00239
## DeMarcus Lawrence 64.81728 64.68916 66.88759
## Jeremiah Ratliff 62.79795 65.96011 61.02860
## Jarvis Jenkins 36.01321 34.44396 29.62079
## T.J. Barnes 18.63524 17.02600 12.99585
## Kapron Lewis-Moore 28.73670 23.34824 23.04227
## Kevin Williams 38.70705 40.58619 32.30711
## Casey Walker 21.52618 21.47812 19.70558
## Frostee Rucker 60.30093 61.16467 54.64324
## Ryan Davis 57.46430 64.45791 66.70697
## Chris Smith 50.22317 45.72427 53.09285
## Leonard Williams 61.66672 57.49117 58.17735
## Stephon Tuitt 44.09869 40.49350 38.85434
## Muhammad Wilkerson 84.02372 82.45803 77.99503
## Stephen Paea 56.29453 56.84179 50.45634
## Travian Robertson 20.63229 16.78167 17.86731
## Jeremy Mincey 62.47191 62.77982 60.72936
## DaQuan Jones 30.39959 28.89785 23.95491
## Corey Liuget 66.15261 64.29183 57.63925
## Clifton Geathers 39.96157 36.96943 32.98444
## Mario Addison 56.62239 63.02733 65.81054
## Max Valles 31.70978 26.44186 29.98107
## Robert Ayers 65.80676 67.21349 65.03990
## Karl Klug 51.29569 50.30023 52.37509
## Chris Canty 56.38653 61.10096 51.66709
## DeAngelo Tyson 30.95488 29.69875 25.80186
## Larry Webster 50.75667 53.31645 62.53601
## Devin Taylor 47.53693 46.10970 49.57663
## Damontre Moore 55.71277 59.50859 59.25582
## Tank Carradine 62.05024 53.82048 61.75664
## Matt Conrath 30.23293 30.85852 28.29852
## Chandler Jones 78.79341 76.00853 75.98460
## Steven Means 46.86647 40.23605 48.98634
## Caesar Rayford 37.74862 34.68203 39.36671
## Kony Ealy 52.37699 50.38380 54.66907
## Brandon Dunn 22.43554 23.20917 21.84203
## Rodney Gunter 23.05153 19.16557 20.01761
## Kedric Golston 38.53724 39.23031 34.99823
## Stephen Bowen 42.89484 43.58261 38.71300
## Chris Clemons 53.17688 67.37612 63.33459
## Michael Johnson 68.61298 73.13845 76.06768
## Lawrence Sidbury Jr. 54.44508 59.29229 65.87216
## Brian Robison 63.86504 71.33773 72.26415
## Jack Crawford 45.55914 42.14488 43.71124
## Lawrence Guy 44.67106 43.50399 38.75220
## Cedric Thornton 55.25137 56.99158 47.02150
## Mario Williams 79.20282 81.07773 78.70759
## George Selvie 49.68313 56.94133 58.63426
## Cameron Wake 83.38776 85.98705 82.76996
## Andre Branch 55.19794 55.25208 57.15475
## Kaleb Ramsey 24.91251 21.51887 21.73149
## Arthur Jones 45.31338 44.60874 37.79850
## Jurrell Casey 80.67704 82.25172 76.76673
## Christian Covington 29.17184 24.35161 30.36316
## Tyeler Davison 26.79162 22.80630 22.59794
## Everson Griffen 79.90581 79.75410 80.12013
## Bruce Gaston 25.34410 19.78670 20.34233
## Lynden Trail 27.34770 26.97797 37.83491
## Derrick Shelby 51.53970 52.18530 51.88583
## Danielle Hunter 47.37628 49.86528 57.61451
## Josh Boyd 49.04667 47.23421 44.65243
## Denico Autry 29.64466 26.74239 26.09851
## Jaye Howard 60.57565 58.84073 61.10565
## B.J. Dubose 27.54540 25.03008 26.48657
## Cameron Heyward 72.52634 70.87405 65.34942
## Damion Square 34.10538 34.88774 34.07524
## Nick Williams 46.53009 42.91475 43.75993
## Justin Tuck 68.57765 75.35097 74.33823
## Ricky Jean Francois 47.53269 49.44666 40.41394
## Darryl Tapp 46.42960 56.40009 55.06995
## Darnell Dockett 61.50187 64.52103 60.12305
## Vaughn Martin 38.79319 37.27680 34.42895
## Xavier Proctor 24.23921 24.34304 21.67244
## Charles Johnson 75.98753 78.33544 75.77675
## Frank Kearse 31.34447 39.19848 34.99727
## Kendall Reyes 49.54376 46.37815 44.32472
## Cam Thomas 33.52240 30.30600 25.83135
## J.J. Watt 91.59386 90.58588 86.85474
## Demarcus Dobbs 43.01904 41.55926 40.79463
## Zach Kerr 40.56410 46.18971 46.21882
## Derek Wolfe 61.05227 57.74774 53.68941
## Randy Starks 44.80867 44.87236 38.54086
## Carlos Dunlap 76.26972 81.76743 82.75791
## Scott Crichton 52.28906 47.60477 49.37540
## Rob Ninkovich 68.37899 68.95719 61.91106
## Power Rusher Balanced DE V6
## Lawrence Okoye 10.60681 12.27767 50
## Xavier Cooper 33.70129 35.73456 65
## Margus Hunt 45.43925 48.83935 73
## Ezekiel Ansah 79.83424 80.70782 88
## Josh Mauro 26.04405 23.20313 60
## Geneo Grissom 29.21785 33.93071 63
## David King 30.84934 33.53154 68
## Allen Bailey 69.02601 67.24479 81
## Xzavier Dickson 32.08515 33.32465 66
## Chris Long 67.45537 67.00980 84
## Malliciah Goodman 36.80304 37.69700 69
## Arik Armstead 39.20514 42.33557 72
## William Gholston 52.36971 50.45496 73
## Ethan Westbrooks 22.02962 26.83197 64
## Tony Jerod-Eddie 52.97576 49.69036 76
## Gerald Rivers 22.73910 28.45815 62
## Calais Campbell 89.09085 87.61935 95
## Darius Philon 27.43920 31.97219 63
## Ryan Russell 25.22099 29.38184 64
## Cliff Matthews 42.15291 45.38862 72
## William Hayes 77.39287 73.39024 86
## Vic Beasley Jr. 45.92273 54.56334 77
## Glenn Foster 46.64616 49.43054 73
## Jason Jones 61.05488 60.75784 80
## Trey Flowers 46.58200 46.05309 72
## Malik Jackson 71.39411 69.82757 84
## Tevita Finau 31.91363 31.12091 66
## Tyson Alualu 59.99630 54.22192 76
## Cameron Jordan 78.95094 76.49601 87
## Eugene Sims 45.16112 49.85872 74
## Cullen Jenkins 60.88631 55.07254 78
## Ropati Pitoitua 58.83881 52.12918 77
## Manny Lawson 51.09955 55.03360 77
## Jake Bequette 55.10528 54.29141 75
## Mike Catapano 38.06148 42.54221 68
## Khyri Thornton 28.50666 32.46282 68
## Taylor Hart 41.37930 42.98134 71
## Brent Urban 36.37407 37.57414 66
## Lavar Edwards 46.10798 45.11723 71
## Mario Edwards Jr. 42.99317 44.87766 71
## L.T. Walton 25.69120 23.65592 61
## Henry Anderson 42.39049 41.57361 71
## Jerry Hughes 72.19561 74.44441 85
## Cory Redding 65.95172 61.42210 80
## Mike DeVito 81.15675 75.24943 85
## Ben Gardner 34.21579 35.63463 68
## Ed Stinson 35.57827 33.61103 66
## Rakeem Nunez-Roches 34.13661 32.59508 64
## Adrian Clayborn 59.69344 59.92540 78
## Tyson Jackson 60.31090 54.12111 77
## Tenny Palepoi 44.85430 41.42929 68
## Jerel Worthy 40.03191 37.63928 68
## Justin Trattou 27.92319 31.88055 67
## Akiem Hicks 69.91177 65.46788 81
## Stansly Maponga 45.73652 48.79939 72
## Ryan Robinson 24.64239 28.75171 64
## Olivier Vernon 69.37457 69.68673 83
## Vinny Curry 55.59727 61.04171 81
## T.J. Fatinikun 34.80236 40.64725 71
## Wallace Gilberry 50.09902 49.95159 74
## Desmond Bryant 66.05586 61.35622 79
## Kerry Wynn 32.84291 33.66988 65
## Sheldon Richardson 89.30614 86.52080 92
## Obum Gwacham 15.95713 21.80231 57
## Jared Crick 62.66885 57.12708 77
## Dante Fowler Jr. 60.09639 65.27855 79
## Wes Horton 51.08209 51.44388 74
## Antonio Smith 56.54144 52.85090 77
## Greg Hardy 79.45133 78.64181 88
## Larry English 40.08613 44.41652 72
## Robert Quinn 88.25285 87.53116 93
## Cassius Marsh 34.69750 37.24156 66
## Mike Daniels 78.80229 79.45939 89
## Terrence Fede 41.79464 47.37326 72
## Datone Jones 45.02158 48.51799 74
## Shelby Harris 31.83735 33.97533 64
## Ego Ferguson 42.61460 40.05103 69
## Olsen Pierre 20.02474 20.21357 59
## C.J. Wilson 56.52237 52.02436 74
## Jason Hatcher 73.35117 73.66076 87
## Jeoffrey Pagan 32.67377 30.53623 66
## Billy Winn 50.06789 52.09331 77
## Jason Pierre-Paul 84.80732 83.55709 89
## Fletcher Cox 86.00660 84.43167 92
## Zach Moore 39.17453 44.74874 69
## Owamagbe Odighizuwa 29.54372 37.75570 69
## Cliff Avril 73.29960 76.28862 87
## Brandon Bair 41.61761 41.14303 69
## Brian Mihalik 18.72304 19.80411 58
## Kroy Biermann 58.96903 59.50862 77
## Kareem Martin 43.31421 48.07809 74
## Vance Walker 54.07850 49.39204 76
## John Hughes 61.69366 59.03336 78
## Frank Alexander 25.76731 31.66192 69
## Mike Martin 45.25212 46.37768 74
## Kevin Vickerson 45.89875 42.15641 74
## Alex Carrington 38.03288 39.76869 72
## Jarius Wynn 57.49549 54.37329 77
## Jacquies Smith 40.62764 46.63475 75
## Kelcy Quarles 32.87927 31.77075 64
## Phillip Hunt 43.85156 46.67525 73
## Michael Bennett 87.48965 85.75243 95
## Greg Scruggs 31.02404 32.15226 67
## Kendall Langford 63.74565 59.22744 80
## Will Clarke 43.22645 44.61723 69
## George Johnson 47.13746 50.24197 75
## Benson Mayowa 39.79829 43.82337 69
## Ricardo Mathews 49.46793 48.72676 75
## Martin Ifedi 26.23808 27.82164 62
## Timmy Jernigan 60.87792 59.82565 79
## Frank Clark 32.18016 37.48778 64
## Randy Gregory 47.30806 53.88906 73
## Dion Jordan 49.43224 56.01024 74
## DeMarcus Lawrence 60.81676 62.51298 79
## Jeremiah Ratliff 69.92125 67.04097 85
## Jarvis Jenkins 45.39937 40.76948 72
## T.J. Barnes 28.54641 23.68974 62
## Kapron Lewis-Moore 32.11411 30.59744 65
## Kevin Williams 52.45687 45.86811 76
## Casey Walker 25.01075 23.54954 61
## Frostee Rucker 70.19834 65.60212 82
## Ryan Davis 50.68793 54.42014 76
## Chris Smith 39.52497 44.14355 70
## Leonard Williams 62.43673 62.08247 80
## Stephon Tuitt 48.47036 46.27678 73
## Muhammad Wilkerson 90.29261 87.66042 96
## Stephen Paea 67.01527 62.61776 83
## Travian Robertson 20.51327 20.60048 60
## Jeremy Mincey 65.82958 64.35606 82
## DaQuan Jones 40.97725 36.15837 68
## Corey Liuget 76.57503 71.68396 84
## Clifton Geathers 48.12748 43.91743 70
## Mario Addison 49.12647 53.11614 77
## Max Valles 27.04341 28.35539 61
## Robert Ayers 68.66702 67.23689 82
## Karl Klug 48.33243 49.79345 75
## Chris Canty 70.12608 64.43543 82
## DeAngelo Tyson 38.52365 34.65697 66
## Larry Webster 33.96490 41.54909 69
## Devin Taylor 41.89911 44.13228 72
## Damontre Moore 54.66586 55.39310 76
## Tank Carradine 52.03337 56.47374 77
## Matt Conrath 34.52809 32.56138 66
## Chandler Jones 79.83346 79.16934 88
## Steven Means 34.99274 40.14321 69
## Caesar Rayford 31.27780 34.13957 67
## Kony Ealy 45.75384 48.61426 72
## Brandon Dunn 24.88997 24.09259 61
## Rodney Gunter 22.92470 22.62955 59
## Kedric Golston 45.65718 42.32865 72
## Stephen Bowen 50.81958 46.95578 73
## Chris Clemons 54.83793 54.96047 77
## Michael Johnson 60.76199 64.63426 81
## Lawrence Sidbury Jr. 40.72042 47.26156 72
## Brian Robison 58.65606 61.32152 82
## Jack Crawford 43.94103 44.25864 73
## Lawrence Guy 53.27157 49.09692 74
## Cedric Thornton 70.71770 64.03147 81
## Mario Williams 82.22148 80.81111 90
## George Selvie 44.09884 47.26520 74
## Cameron Wake 87.46368 85.68986 94
## Andre Branch 51.44132 52.80002 75
## Kaleb Ramsey 26.43784 25.94039 64
## Arthur Jones 57.22324 51.50449 74
## Jurrell Casey 88.11549 85.20131 92
## Christian Covington 21.35625 24.66799 62
## Tyeler Davison 28.92357 27.73932 64
## Everson Griffen 79.26613 79.49681 89
## Bruce Gaston 26.83627 25.96736 63
## Lynden Trail 13.55468 19.52363 60
## Derrick Shelby 51.78934 51.70616 76
## Danielle Hunter 33.19308 39.36682 65
## Josh Boyd 54.45266 52.08187 76
## Denico Autry 31.87896 30.55063 65
## Jaye Howard 57.53529 58.97317 80
## B.J. Dubose 26.01745 26.57354 63
## Cameron Heyward 81.03120 77.16599 88
## Damion Square 35.40075 35.02384 66
## Nick Williams 46.12508 45.78690 72
## Justin Tuck 67.69553 68.53912 85
## Ricky Jean Francois 62.10993 55.54812 77
## Darryl Tapp 44.91791 46.29986 72
## Darnell Dockett 68.03497 65.55550 82
## Vaughn Martin 44.33936 41.56013 72
## Xavier Proctor 29.25507 26.99474 62
## Charles Johnson 79.19487 77.73302 89
## Frank Kearse 35.97480 34.89116 67
## Kendall Reyes 53.79217 51.22074 75
## Cam Thomas 43.42361 38.48939 71
## J.J. Watt 95.85825 94.10976 99
## Demarcus Dobbs 44.77940 43.76472 73
## Zach Kerr 39.09115 40.71194 69
## Derek Wolfe 68.49178 64.69754 82
## Randy Starks 56.04842 51.07986 79
## Carlos Dunlap 71.79407 74.32807 88
## Scott Crichton 50.77285 50.91810 72
## Rob Ninkovich 78.40095 73.71101 87
## [1] 0.1483362 0.3228494 0.0495933 0.1781612 0.3010599
## Speed Awareness Open Field Finesse Pass Rushing Power Pass Rushing
## 1 0.2395941 0.2176493 0.08102124 0.1848061 0.2769292
## 2 0.1696750 0.2687301 0.13210207 0.2578479 0.1716449
## 3 0.2612438 0.1986697 0.06204167 0.2814312 0.1966136
## 4 0.1042748 0.3126452 0.17601717 0.1250927 0.2819702
## 5 0.1571146 0.2682031 0.13157506 0.1645469 0.2785604
## [1] 0.32704793 0.62557970 0.04737237
## Speed Pass Rushing Power Pass Rushing Open Field
## 1 0.4449031 0.4285244 0.1265725
## 2 0.3267650 0.5313931 0.1418419
## 3 0.4271307 0.3488682 0.2240011
## 4 0.2307104 0.5469866 0.2223030
## 5 0.3170785 0.4452434 0.2376781